Battle of Neighborhoods

Segmenting and Clustering Neighborhoods in Seven Cities Throughout the US

Introduction

In this project, I converted addresses into their equivalent latitude and longitude values. Also, I used Foursquare API to explore neighborhoods in Atlanta, Denver, Houston, Manhattan - NYC, Minneapolis, San Francisco, and Seattle. I used the explore function to get the most common venue categories in each neighborhood, and then used this feature to group the neighborhoods into clusters between all seven cities. For that, I used the k-means clustering algorithm, and the Foluim library to visualize the neighborhoods in each city and their emerging clusters.

In [1]:
# Download all the dependencies needed
import numpy as np # Library to handle data in a vectorized manner

import pandas as pd # Library for data analsysis
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)

import json # Library to handle JSON files

!conda install -c conda-forge geopy --yes
from geopy.geocoders import Nominatim # Convert an address into latitude and longitude values

import requests # library to handle requests
from pandas.io.json import json_normalize # Tranform JSON file into a pandas dataframe

# Matplotlib and associated plotting modules
import matplotlib.cm as cm
import matplotlib.colors as colors

# Import k-means from clustering stage
from sklearn.cluster import KMeans

!conda install -c conda-forge folium=0.5.0 --yes
import folium # Map rendering library

print('Libraries imported.')
Fetching package metadata .............
Solving package specifications: .

Package plan for installation in environment /opt/conda/envs/DSX-Python35:

The following NEW packages will be INSTALLED:

    geographiclib: 1.49-py_0   conda-forge
    geopy:         1.18.1-py_0 conda-forge

geographiclib- 100% |################################| Time: 0:00:00  24.18 MB/s
geopy-1.18.1-p 100% |################################| Time: 0:00:00  38.25 MB/s
Fetching package metadata .............
Solving package specifications: .

Package plan for installation in environment /opt/conda/envs/DSX-Python35:

The following NEW packages will be INSTALLED:

    altair:  2.2.2-py35_1 conda-forge
    branca:  0.3.1-py_0   conda-forge
    folium:  0.5.0-py_0   conda-forge
    vincent: 0.4.4-py_1   conda-forge

altair-2.2.2-p 100% |################################| Time: 0:00:00  57.53 MB/s
branca-0.3.1-p 100% |################################| Time: 0:00:00  33.65 MB/s
vincent-0.4.4- 100% |################################| Time: 0:00:00  39.43 MB/s
folium-0.5.0-p 100% |################################| Time: 0:00:00  49.20 MB/s
Libraries imported.

1. Importing and Analyzing the Data

In [2]:
# Get geojson data from my gists 
!wget -q -O 'neighborhoods-map.geojson' https://gist.github.com/alanneg/15c583388a842f7fa4e94cc58609be0b/raw/f8161b203b34555dae112087914c937f2ac6c53e/neighborhoods-map.geojson
print('Data downloaded!')
Data downloaded!
In [3]:
with open('neighborhoods-map.geojson') as json_data:
    n_data = json.load(json_data)
In [4]:
# Check json data
n_data
Out[4]:
{'features': [{'geometry': {'coordinates': [-84.3655, 33.745],
    'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.745,
    'longitude': -84.3655,
    'neighborhood': 'Tacotown'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3726, 33.7487], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7487,
    'longitude': -84.3726,
    'neighborhood': 'Oakland Cemetery'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3958, 33.7168], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7168,
    'longitude': -84.3958,
    'neighborhood': 'High Point'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3505, 33.7756], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7756,
    'longitude': -84.3505,
    'neighborhood': 'Atkins Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.40235, 33.7276], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7276,
    'longitude': -84.4023,
    'neighborhood': 'Pittsburgh'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3798, 33.748], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.748,
    'longitude': -84.3798,
    'neighborhood': 'Oakland'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4029, 33.7963], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7963,
    'longitude': -84.4029,
    'neighborhood': 'Loring Heights'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3544, 33.7126], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7126,
    'longitude': -84.3544,
    'neighborhood': 'Custer-Mcdonough'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3987, 33.7085], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7085,
    'longitude': -84.3987,
    'neighborhood': 'Amal Heights'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.448, 33.6878], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.6878,
    'longitude': -84.448,
    'neighborhood': 'Semmes Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3851, 33.6926], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.6926,
    'longitude': -84.3851,
    'neighborhood': 'Swallow Circle/Baywood'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4229, 33.737], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.737,
    'longitude': -84.4229,
    'neighborhood': 'West End'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4204, 33.7441], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7441,
    'longitude': -84.4204,
    'neighborhood': 'Harris Chiles'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4153, 33.7555], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7555,
    'longitude': -84.4153,
    'neighborhood': 'Historic Westside Village'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4704, 33.6728], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.6728,
    'longitude': -84.4704,
    'neighborhood': 'Meadow Lark Estates'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4249, 33.7521], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7521,
    'longitude': -84.4249,
    'neighborhood': 'Just Us'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3973, 33.7116], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7116,
    'longitude': -84.3973,
    'neighborhood': 'Joyland'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.31, 33.7806], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7806,
    'longitude': -84.31,
    'neighborhood': 'Westchester Hills/Chelsea Heights'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4136, 33.7988], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7988,
    'longitude': -84.4136,
    'neighborhood': 'Berkeley Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3348, 33.7346], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7346,
    'longitude': -84.3348,
    'neighborhood': 'East Atlanta'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4675, 33.7593], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7593,
    'longitude': -84.4675,
    'neighborhood': 'Harvel Homes Community'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3971, 33.7371], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7371,
    'longitude': -84.3971,
    'neighborhood': 'Mechanicsville'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3902, 33.7586], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7586,
    'longitude': -84.3902,
    'neighborhood': 'Downtown'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3839, 33.779], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.779,
    'longitude': -84.3839,
    'neighborhood': 'Midtown'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3818, 33.7997], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7997,
    'longitude': -84.3818,
    'neighborhood': 'Sherwood Forest'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3656, 33.7498], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7498,
    'longitude': -84.3656,
    'neighborhood': 'Cabbagetown'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.376, 33.7948], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7948,
    'longitude': -84.376,
    'neighborhood': 'Ansley Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.371, 33.8063], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8063,
    'longitude': -84.371,
    'neighborhood': 'Piedmont Heights'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3573, 33.7807], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7807,
    'longitude': -84.3573,
    'neighborhood': 'Virginia-Highland'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3276, 33.7853], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7853,
    'longitude': -84.3276,
    'neighborhood': 'Druid Hills'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3407, 33.7662], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7662,
    'longitude': -84.3407,
    'neighborhood': 'Candler Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3755, 33.7546], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7546,
    'longitude': -84.3755,
    'neighborhood': 'Sweet Auburn'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3558, 33.7987], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7987,
    'longitude': -84.3558,
    'neighborhood': 'Morningside/Lenox Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3425, 33.7552], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7552,
    'longitude': -84.3425,
    'neighborhood': 'Edgewood'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3738, 33.7871], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7871,
    'longitude': -84.3738,
    'neighborhood': 'Piedmont Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.326, 33.7642], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7642,
    'longitude': -84.326,
    'neighborhood': 'Lake Claire'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3565, 33.7699], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7699,
    'longitude': -84.3565,
    'neighborhood': 'Poncey-Highland'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3554, 33.7499], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7499,
    'longitude': -84.3554,
    'neighborhood': 'Reynoldstown'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3701, 33.7654], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7654,
    'longitude': -84.3701,
    'neighborhood': 'Old Fourth Ward'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4102, 33.7702], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7702,
    'longitude': -84.4102,
    'neighborhood': 'The Bluff'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3566, 33.76], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.76,
    'longitude': -84.3566,
    'neighborhood': 'Inman Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3493, 33.765], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.765,
    'longitude': -84.3493,
    'neighborhood': 'Little Five Points'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3556, 33.8174], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8174,
    'longitude': -84.3556,
    'neighborhood': 'Lindridge - Martin Manor'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3776, 33.8114], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8114,
    'longitude': -84.3776,
    'neighborhood': 'Armour'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.288, 33.7741], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7741,
    'longitude': -84.288,
    'neighborhood': 'Sycamore Ridge'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4307, 33.7592], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7592,
    'longitude': -84.4307,
    'neighborhood': 'Hunter Hills'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3596, 33.6657], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.6657,
    'longitude': -84.3596,
    'neighborhood': 'South River Gardens'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3228, 33.7527], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7527,
    'longitude': -84.3228,
    'neighborhood': 'Kirkwood'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.2971, 33.7455], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7455,
    'longitude': -84.2971,
    'neighborhood': 'East Lake'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3729, 33.7157], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7157,
    'longitude': -84.3729,
    'neighborhood': 'Chosewood Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.416, 33.7692], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7692,
    'longitude': -84.416,
    'neighborhood': 'English Avenue'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4089, 33.75895], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7589,
    'longitude': -84.4089,
    'neighborhood': 'Vine City'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3972, 33.7764], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7764,
    'longitude': -84.3972,
    'neighborhood': 'Georgia Tech'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3982, 33.785], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.785,
    'longitude': -84.3982,
    'neighborhood': 'Home Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3968, 33.7922], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7922,
    'longitude': -84.3968,
    'neighborhood': 'Atlantic Station'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4209, 33.7589], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7589,
    'longitude': -84.4209,
    'neighborhood': 'Washington Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4247, 33.7699], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7699,
    'longitude': -84.4247,
    'neighborhood': 'Bankhead'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4243, 33.7823], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7823,
    'longitude': -84.4243,
    'neighborhood': 'Knight Park/Howell Station'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.341, 33.8195], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8195,
    'longitude': -84.341,
    'neighborhood': 'Lavista Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3259, 33.8201], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8201,
    'longitude': -84.3259,
    'neighborhood': 'Merry Hills'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3156, 33.8274], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8274,
    'longitude': -84.3156,
    'neighborhood': 'North Druid Hills'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3285, 33.8127], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8127,
    'longitude': -84.3285,
    'neighborhood': 'Biltmore Acres'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3249, 33.8071], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.8071,
    'longitude': -84.3249,
    'neighborhood': 'Victoria Estates'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3037, 33.7601], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7601,
    'longitude': -84.3037,
    'neighborhood': 'Oakhurst'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.2815, 33.7827], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7827,
    'longitude': -84.2815,
    'neighborhood': 'Decatur Heights'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.2998, 33.7823], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7823,
    'longitude': -84.2998,
    'neighborhood': 'Great Lakes'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.2887, 33.7813], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7813,
    'longitude': -84.2887,
    'neighborhood': 'Glennwood Estates'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3062, 33.77], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.77,
    'longitude': -84.3062,
    'neighborhood': 'Lenox Place'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.2875, 33.7651], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7651,
    'longitude': -84.2875,
    'neighborhood': 'Winnona Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4414, 33.7589], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7589,
    'longitude': -84.4414,
    'neighborhood': 'West Lake'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4339, 33.6957], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.6957,
    'longitude': -84.4339,
    'neighborhood': 'Colonial Hills'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3865, 33.7371], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7371,
    'longitude': -84.3865,
    'neighborhood': 'Summerhill'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3703, 33.7361], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7361,
    'longitude': -84.3703,
    'neighborhood': 'Grant Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3574, 33.7413], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7413,
    'longitude': -84.3574,
    'neighborhood': 'Glenwood Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3518, 33.7425], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7425,
    'longitude': -84.3518,
    'neighborhood': 'North Ormewood Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3541, 33.7329], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7329,
    'longitude': -84.3541,
    'neighborhood': 'Ormewood Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3644, 33.7239], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7239,
    'longitude': -84.3644,
    'neighborhood': 'Boulevard Heights'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3639, 33.7152], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7152,
    'longitude': -84.3639,
    'neighborhood': 'Benteen Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3849, 33.7454], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7454,
    'longitude': -84.3849,
    'neighborhood': 'Capitol Gateway'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.3867, 33.7266], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7266,
    'longitude': -84.3867,
    'neighborhood': 'Peoplestown'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4266, 33.688], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.688,
    'longitude': -84.4266,
    'neighborhood': 'Jefferson Park'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.4031, 33.7174], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7174,
    'longitude': -84.4031,
    'neighborhood': 'Capitol View Manor'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-84.414, 33.7173], 'type': 'Point'},
   'properties': {'city': 'Atlanta',
    'latitude': 33.7173,
    'longitude': -84.414,
    'neighborhood': 'Capitol View'},
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   'type': 'Feature'},
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  {'geometry': {'coordinates': [-73.99427936255978, 40.71561842231432],
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   'properties': {'city': 'Manhattan - NYC',
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  {'geometry': {'coordinates': [-73.93690027985234, 40.85190252555305],
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   'properties': {'city': 'Manhattan - NYC',
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   'properties': {'city': 'Manhattan - NYC',
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  {'geometry': {'coordinates': [-73.96770824581834, 40.75204236950722],
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    'type': 'Point'},
   'properties': {'city': 'Manhattan - NYC',
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    'longitude': -73.97121928722265,
    'neighborhood': 'Tudor City'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-73.97405170469203, 40.73099955477061],
    'type': 'Point'},
   'properties': {'city': 'Manhattan - NYC',
    'latitude': 40.73099955477061,
    'longitude': -73.97405170469203,
    'neighborhood': 'Stuyvesant Town'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-73.9909471052826, 40.739673047638426],
    'type': 'Point'},
   'properties': {'city': 'Manhattan - NYC',
    'latitude': 40.739673047638426,
    'longitude': -73.9909471052826,
    'neighborhood': 'Flatiron'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-74.00011136202637, 40.75665808227519],
    'type': 'Point'},
   'properties': {'city': 'Manhattan - NYC',
    'latitude': 40.75665808227519,
    'longitude': -74.00011136202637,
    'neighborhood': 'Hudson Yards'},
   'type': 'Feature'},
  {'geometry': {'coordinates': [-73.96355614094303, 40.76028033131374],
    'type': 'Point'},
   'properties': {'city': 'Manhattan - NYC',
    'latitude': 40.76028033131374,
    'longitude': -73.96355614094303,
    'neighborhood': 'Sutton Place'},
   'type': 'Feature'}],
 'type': 'FeatureCollection'}
In [5]:
neighborhoods_data = n_data['features']
In [6]:
# Define the dataframe columns
column_names = ['City', 'Neighborhood', 'Latitude', 'Longitude'] 

# Instantiate the dataframe
neighborhoods = pd.DataFrame(columns=column_names)
In [7]:
neighborhoods
Out[7]:
City Neighborhood Latitude Longitude
In [8]:
# Pass json data into pandas dataframe
for data in neighborhoods_data:
    city = data['properties']['city']  
    neighborhood_name = data['properties']['neighborhood']
        
    neighborhood_latlon = data['geometry']['coordinates']
    neighborhood_lat = neighborhood_latlon[1]
    neighborhood_lon = neighborhood_latlon[0]
    
    neighborhoods = neighborhoods.append({'City': city,
                                          'Neighborhood': neighborhood_name,
                                          'Latitude': neighborhood_lat,
                                          'Longitude': neighborhood_lon}, ignore_index=True)
In [9]:
# Check the dataframe
neighborhoods
Out[9]:
City Neighborhood Latitude Longitude
0 Atlanta Tacotown 33.745000 -84.365500
1 Atlanta Oakland Cemetery 33.748700 -84.372600
2 Atlanta High Point 33.716800 -84.395800
3 Atlanta Atkins Park 33.775600 -84.350500
4 Atlanta Pittsburgh 33.727600 -84.402350
5 Atlanta Oakland 33.748000 -84.379800
6 Atlanta Loring Heights 33.796300 -84.402900
7 Atlanta Custer-Mcdonough 33.712600 -84.354400
8 Atlanta Amal Heights 33.708500 -84.398700
9 Atlanta Semmes Park 33.687800 -84.448000
10 Atlanta Swallow Circle/Baywood 33.692600 -84.385100
11 Atlanta West End 33.737000 -84.422900
12 Atlanta Harris Chiles 33.744100 -84.420400
13 Atlanta Historic Westside Village 33.755500 -84.415300
14 Atlanta Meadow Lark Estates 33.672800 -84.470400
15 Atlanta Just Us 33.752100 -84.424900
16 Atlanta Joyland 33.711600 -84.397300
17 Atlanta Westchester Hills/Chelsea Heights 33.780600 -84.310000
18 Atlanta Berkeley Park 33.798800 -84.413600
19 Atlanta East Atlanta 33.734600 -84.334800
20 Atlanta Harvel Homes Community 33.759300 -84.467500
21 Atlanta Mechanicsville 33.737100 -84.397100
22 Atlanta Downtown 33.758600 -84.390200
23 Atlanta Midtown 33.779000 -84.383900
24 Atlanta Sherwood Forest 33.799700 -84.381800
25 Atlanta Cabbagetown 33.749800 -84.365600
26 Atlanta Ansley Park 33.794800 -84.376000
27 Atlanta Piedmont Heights 33.806300 -84.371000
28 Atlanta Virginia-Highland 33.780700 -84.357300
29 Atlanta Druid Hills 33.785300 -84.327600
30 Atlanta Candler Park 33.766200 -84.340700
31 Atlanta Sweet Auburn 33.754600 -84.375500
32 Atlanta Morningside/Lenox Park 33.798700 -84.355800
33 Atlanta Edgewood 33.755200 -84.342500
34 Atlanta Piedmont Park 33.787100 -84.373800
35 Atlanta Lake Claire 33.764200 -84.326000
36 Atlanta Poncey-Highland 33.769900 -84.356500
37 Atlanta Reynoldstown 33.749900 -84.355400
38 Atlanta Old Fourth Ward 33.765400 -84.370100
39 Atlanta The Bluff 33.770200 -84.410200
40 Atlanta Inman Park 33.760000 -84.356600
41 Atlanta Little Five Points 33.765000 -84.349300
42 Atlanta Lindridge - Martin Manor 33.817400 -84.355600
43 Atlanta Armour 33.811400 -84.377600
44 Atlanta Sycamore Ridge 33.774100 -84.288000
45 Atlanta Hunter Hills 33.759200 -84.430700
46 Atlanta South River Gardens 33.665700 -84.359600
47 Atlanta Kirkwood 33.752700 -84.322800
48 Atlanta East Lake 33.745500 -84.297100
49 Atlanta Chosewood Park 33.715700 -84.372900
50 Atlanta English Avenue 33.769200 -84.416000
51 Atlanta Vine City 33.758950 -84.408900
52 Atlanta Georgia Tech 33.776400 -84.397200
53 Atlanta Home Park 33.785000 -84.398200
54 Atlanta Atlantic Station 33.792200 -84.396800
55 Atlanta Washington Park 33.758900 -84.420900
56 Atlanta Bankhead 33.769900 -84.424700
57 Atlanta Knight Park/Howell Station 33.782300 -84.424300
58 Atlanta Lavista Park 33.819500 -84.341000
59 Atlanta Merry Hills 33.820100 -84.325900
60 Atlanta North Druid Hills 33.827400 -84.315600
61 Atlanta Biltmore Acres 33.812700 -84.328500
62 Atlanta Victoria Estates 33.807100 -84.324900
63 Atlanta Oakhurst 33.760100 -84.303700
64 Atlanta Decatur Heights 33.782700 -84.281500
65 Atlanta Great Lakes 33.782300 -84.299800
66 Atlanta Glennwood Estates 33.781300 -84.288700
67 Atlanta Lenox Place 33.770000 -84.306200
68 Atlanta Winnona Park 33.765100 -84.287500
69 Atlanta West Lake 33.758900 -84.441400
70 Atlanta Colonial Hills 33.695700 -84.433900
71 Atlanta Summerhill 33.737100 -84.386500
72 Atlanta Grant Park 33.736100 -84.370300
73 Atlanta Glenwood Park 33.741300 -84.357400
74 Atlanta North Ormewood Park 33.742500 -84.351800
75 Atlanta Ormewood Park 33.732900 -84.354100
76 Atlanta Boulevard Heights 33.723900 -84.364400
77 Atlanta Benteen Park 33.715200 -84.363900
78 Atlanta Capitol Gateway 33.745400 -84.384900
79 Atlanta Peoplestown 33.726600 -84.386700
80 Atlanta Jefferson Park 33.688000 -84.426600
81 Atlanta Capitol View Manor 33.717400 -84.403100
82 Atlanta Capitol View 33.717300 -84.414000
83 Atlanta Adair Park 33.730400 -84.410900
84 Atlanta Sylvan Hills 33.704700 -84.418300
85 Atlanta Perkerson 33.688100 -84.408200
86 Atlanta Hammond Park 33.676900 -84.407400
87 Atlanta Mak Historic District 33.764700 -84.297600
88 Atlanta College Heights 33.755300 -84.292200
89 Atlanta South Atlanta 33.713900 -84.386800
90 Atlanta Frog Hollow 33.680800 -84.445200
91 Atlanta Conley Hills 33.680500 -84.450600
92 Atlanta Egan Park 33.662900 -84.431900
93 Atlanta Lakewood Heights 33.702400 -84.383200
94 Atlanta Betmar La Villa 33.706300 -84.398000
95 Atlanta Thomasville Heights 33.701800 -84.357700
96 Atlanta Mozley Park 33.750100 -84.435900
97 Atlanta Polar Rock 33.693700 -84.396500
98 Atlanta West Midtown 33.786000 -84.413600
99 Atlanta Atlanta University Center 33.748700 -84.410700
100 Atlanta Oakland City 33.724100 -84.424600
101 Atlanta Bush Mountain 33.727400 -84.431600
102 Atlanta Underwood Hills 33.806700 -84.426800
103 Atlanta Future Westside Park 33.781500 -84.435300
104 Atlanta Westview 33.740500 -84.440500
105 Atlanta Ashview Heights 33.750200 -84.421600
106 Atlanta Venetian Hills 33.716300 -84.444000
107 Atlanta Penelope Neighbors 33.752900 -84.450900
108 Atlanta Grove Park 33.772000 -84.446700
109 Atlanta Dixie Hills 33.758200 -84.456000
110 Atlanta Center Hill 33.771400 -84.465100
111 Atlanta Collier Heights 33.769900 -84.483200
112 Atlanta Woodland Hills (North) 33.810800 -84.343400
113 Atlanta Woodland Hills (South) 33.721200 -84.352000
114 Denver Chaffee Park 39.787200 -105.010800
115 Denver Sunnyside 39.776400 -105.011400
116 Denver Highland 39.763100 -105.011000
117 Denver Globeville 39.779300 -104.987400
118 Denver Jefferson Park 39.752100 -105.019400
119 Denver Sun Valley 39.735100 -105.021100
120 Denver Valverde 39.716400 -105.016200
121 Denver Athmar Park 39.703500 -105.010400
122 Denver Windsor 39.701100 -104.885300
123 Denver Northeast Park Hill 39.772700 -104.922200
124 Denver Elyria Swansea 39.781800 -104.956700
125 Denver Wellshire 39.660600 -104.949800
126 Denver University 39.674700 -104.966200
127 Denver Rosedale 39.672800 -104.980100
128 Denver Cheesman Park 39.734200 -104.966100
129 Denver Hilltop 39.717100 -104.924900
130 Denver Montclair 39.732700 -104.913400
131 Denver Hale 39.732300 -104.931400
132 Denver North Park Hill 39.755600 -104.922500
133 Denver South Park Hill 39.744800 -104.922400
134 Denver University Park 39.675800 -104.950000
135 Denver Platt Park 39.686100 -104.980700
136 Denver College View/South Platte 39.671300 -105.016400
137 Denver Overland 39.680800 -104.993100
138 Denver Ruby Hill 39.688300 -105.011800
139 Denver Kennedy 39.653400 -104.862800
140 Denver Hampden 39.657600 -104.890100
141 Denver Baker 39.714700 -104.993400
142 Denver Fort Logan 39.641800 -105.045800
143 Denver Bear Valley 39.659800 -105.063100
144 Denver Harvey Park South 39.660300 -105.038900
145 Denver Southmoor Park 39.640300 -104.914600
146 Denver Hampden South 39.640300 -104.896400
147 Denver Indian Creek 39.684600 -104.897200
148 Denver Goldsmith 39.673200 -104.912500
149 Denver Virginia Village 39.685100 -104.923600
150 Denver Gateway/Green Valley Ranch 39.784800 -104.770400
151 Denver DIA 39.843900 -104.695600
152 Denver University Hills 39.662500 -104.932500
153 Denver Harvey Park 39.673600 -105.040300
154 Denver Mar Lee 39.689400 -105.039200
155 Denver Westwood 39.703200 -105.038400
156 Denver East Colfax 39.739000 -104.894400
157 Denver Auraria 39.745600 -105.008400
158 Denver Cory - Merrill 39.689600 -104.949600
159 Denver Belcaro 39.703900 -104.950300
160 Denver Washington Park 39.699800 -104.966800
161 Denver Washington Park West 39.701900 -104.980200
162 Denver Speer 39.718300 -104.980200
163 Denver Cherry Creek 39.718900 -104.949300
164 Denver Country Club 39.721300 -104.966100
165 Denver Congress Park 39.732000 -104.950300
166 Denver City Park 39.744800 -104.950200
167 Denver Clayton 39.766700 -104.950700
168 Denver Skyland 39.756200 -104.950500
169 Denver Cole 39.766200 -104.966100
170 Denver Marston 39.625900 -105.075100
171 Denver Washington Virginia Vale 39.700600 -104.914300
172 Denver Barnum 39.718100 -105.032300
173 Denver Barnum West 39.718100 -105.046900
174 Denver Villa Park 39.729200 -105.039400
175 Denver West Colfax 39.739500 -105.038900
176 Denver West Highland 39.763400 -105.039900
177 Denver Sloan Lake 39.752600 -105.037400
178 Denver Berkeley 39.774800 -105.039600
179 Denver Regis 39.787300 -105.042700
180 Denver Lincoln Park 39.731600 -105.004700
181 Denver City Park West 39.745200 -104.966200
182 Denver Whittier 39.755100 -104.967000
183 Denver Capitol Hill 39.732500 -104.980000
184 Denver North Capitol Hill 39.742700 -104.980900
185 Denver Civic Center 39.735700 -104.991100
186 Denver CBD 39.745300 -104.993200
187 Denver Union Station 39.753000 -105.000500
188 Denver Five Points 39.758700 -104.982100
189 Denver Stapleton 39.774600 -104.876000
190 Denver Montbello 39.785500 -104.835300
191 Denver Lowry Field 39.718500 -104.889600
192 Houston Fourth Ward 29.757420 -95.379630
193 Houston Greater Uptown 29.745960 -95.489280
194 Houston Greater Inwood 29.833780 -95.452380
195 Houston Greater Hobby Area 29.612310 -95.211380
196 Houston Eldridge/West Oaks 29.683870 -95.590100
197 Houston Washington Avenue Coalition/Memorial Park 29.833780 -95.452380
198 Houston Pleasantville Area 29.777901 -95.271881
199 Houston Northshore 29.772520 -95.166260
200 Houston Minnetex 29.632469 -95.275749
201 Houston Spring Branch East 29.833780 -95.452380
202 Houston Spring Branch North 29.808969 -95.564041
203 Houston Langwood 29.812560 -95.510500
204 Houston Greater Greenspoint 30.010900 -95.634930
205 Houston Iah/Airport Area 29.657670 -95.282020
206 Houston Kingwood Area 30.052500 -95.204819
207 Houston Lake Houston 30.028940 -95.219810
208 Houston South Belt/Ellington 29.611120 -95.487660
209 Houston Ost/South Union 29.687660 -95.396150
210 Houston Meadowbrook/Allendale 29.649990 -95.078340
211 Houston Museum Park 29.721713 -95.385261
212 Houston Greenway/Upper Kirby Area 29.733006 -95.432623
213 Houston Mid West 29.733064 -95.511399
214 Houston Midtown 29.740966 -95.374911
215 Houston Edgebrook Area 29.645601 -95.225472
216 Houston Memorial 29.773746 -95.575043
217 Houston Settegast 29.847197 -95.282963
218 Houston Addicks/Park Ten 29.812739 -95.644238
219 Houston Second Ward 29.751111 -95.324715
220 Houston Independence Heights 29.829064 -95.395663
221 Houston Downtown 29.758273 -95.361891
222 Houston Westbranch 29.838510 -95.557567
223 Houston Clinton Park Tri-Community 29.750302 -95.261663
224 Houston Golfcrest/Bellfort/Reveille 29.675455 -95.294994
225 Houston Greater Fifth Ward 29.778319 -95.329306
226 Houston Denver Harbor/Port Houston 29.771715 -95.298336
227 Houston Lazy Brook/Timbergrove 29.797885 -95.437685
228 Houston Greater Heights 29.797888 -95.397300
229 Houston Kashmere Gardens 29.800721 -95.317047
230 Houston Northside Village 29.797287 -95.361096
231 Houston Sharpstown 29.704664 -95.521981
232 Houston El Dorado/Oates Prairie 29.806144 -95.245761
233 Houston Westbury 29.653476 -95.482116
234 Houston Spring Branch Central 29.813786 -95.514121
235 Houston Hunterwood 29.816916 -95.214911
236 Houston Willow Meadows/Willowbend Area 29.666409 -95.450911
237 Houston Central Northwest 29.832191 -95.447136
238 Houston Trinity/Houston Gardens 29.827964 -95.309103
239 Houston Braeburn 29.680431 -95.513479
240 Houston Carverdale 29.853812 -95.544618
241 Houston South Main 29.672602 -95.421486
242 Houston Eastex/Jensen Area 29.844679 -95.344020
243 Houston Medical Center Area 29.706161 -95.400061
244 Houston East Houston 29.835158 -95.258478
245 Houston Acres Home 29.862574 -95.435336
246 Houston Northside/Northline 29.853748 -95.378110
247 Houston Hidden Valley 29.889810 -95.417163
248 Houston East Little York/Homestead 29.872498 -95.296698
249 Houston Willowbrook 29.953580 -95.541176
250 Houston Fairbanks/Northwest Crossing 29.849389 -95.511994
251 Houston Gulfton 29.714340 -95.481671
252 Houston Westwood 29.675075 -95.551146
253 Houston Macgregor 29.710152 -95.361526
254 Houston Fort Bend/Houston 29.524268 -95.751708
255 Houston Fondren Gardens 29.625668 -95.502938
256 Houston South Acres/Crestmont Park 29.629652 -95.358288
257 Houston Brays Oaks 29.655748 -95.529337
258 Houston Central Southwest 29.629629 -95.433808
259 Houston Gulfgate Riverview/Pine Valley 29.708583 -95.317419
260 Houston Sunnyside 29.659013 -95.368031
261 Houston Westchase 29.727880 -95.566686
262 Houston Alief 29.682566 -95.592165
263 Houston Pecan Park 29.707021 -95.287029
264 Houston Clear Lake 29.587682 -95.126094
265 Houston South Park 29.668280 -95.331975
266 Houston Astrodome Area 29.690468 -95.393679
267 Houston Park Place 29.695575 -95.271651
268 Houston Harrisburg/Manchester 29.718892 -95.265587
269 Houston University Place 29.717439 -95.407617
270 Houston Lawndale/Wayside 29.723598 -95.306620
271 Houston Greater Third Ward 29.728695 -95.352069
272 Houston Greater Eastwood 29.735936 -95.332838
273 Houston Spring Branch West 29.799739 -95.554424
274 Houston Braeswood Place 29.694595 -95.431709
275 Houston Meyerland Area 29.686582 -95.465452
276 Houston Magnolia Park 29.739183 -95.293859
277 Houston Afton Oaks/River Oaks Area 29.743158 -95.442634
278 Houston Briarforest Area 29.749148 -95.575172
279 Houston Neartown - Montrose 29.752752 -95.394165
280 Minneapolis Bryant 44.930949 -93.268853
281 Minneapolis Regina 44.922898 -93.270534
282 Minneapolis Northrup 44.919985 -93.255266
283 Minneapolis Page 44.907448 -93.268502
284 Minneapolis Hale 44.908847 -93.254151
285 Minneapolis Keewaydin 44.910590 -93.230808
286 Minneapolis Diamond Lake 44.896839 -93.261079
287 Minneapolis Wenonah 44.899713 -93.234900
288 Minneapolis Morris Park 44.901643 -93.215128
289 Minneapolis Minnehaha 44.909985 -93.214456
290 Minneapolis Ericsson 44.921004 -93.230678
291 Minneapolis Hiawatha 44.922430 -93.209819
292 Minneapolis Howe 44.936147 -93.217279
293 Minneapolis Standish 44.931392 -93.237770
294 Minneapolis Bancroft 44.930595 -93.254945
295 Minneapolis Powderhorn Park 44.942010 -93.254580
296 Minneapolis Lyndale 44.943076 -93.281739
297 Minneapolis ECCO 44.941981 -93.301619
298 Minneapolis Fulton 44.911416 -93.319169
299 Minneapolis Kenny 44.898795 -93.296596
300 Minneapolis Armatage 44.898012 -93.311690
301 Minneapolis Tangletown 44.913010 -93.281509
302 Minneapolis Windom 44.896995 -93.283358
303 Minneapolis East Harriet 44.928774 -93.295105
304 Minneapolis Lowry Hill East 44.955326 -93.291728
305 Minneapolis Phillips 44.957134 -93.257254
306 Minneapolis Stevens Square 44.964498 -93.277316
307 Minneapolis West Calhoun 44.944333 -93.324341
308 Minneapolis Linden Hills 44.927555 -93.318579
309 Minneapolis Lynnhurst 44.912453 -93.297566
310 Minneapolis Shingle Creek 45.047191 -93.309892
311 Minneapolis Humboldt Industrial 45.041653 -93.307166
312 Minneapolis Webber-Camden 45.030149 -93.297272
313 Minneapolis Cleveland 45.018721 -93.313927
314 Minneapolis Jordan 45.008106 -93.303579
315 Minneapolis Willard-Hay 44.996745 -93.312189
316 Minneapolis Bryn-Mawr 44.972990 -93.314327
317 Minneapolis Cedar-Isles 44.952434 -93.320097
318 Minneapolis Columbia Park 45.029935 -93.260531
319 Minneapolis Camden Industrial 45.032180 -93.288896
320 Minneapolis Bottineau 45.009266 -93.267931
321 Minneapolis Logan Park 45.002898 -93.252660
322 Minneapolis Windom Park 45.009698 -93.235483
323 Minneapolis Mid-City Industrial 44.996569 -93.221601
324 Minneapolis Marcy-Holmes 44.985704 -93.245031
325 Minneapolis Prospect Park 44.970683 -93.216957
326 Minneapolis Lowry Hill 44.967761 -93.294882
327 Minneapolis Downtown West 44.973691 -93.271618
328 Minneapolis Cedar-Riverside 44.968264 -93.243357
329 Minneapolis Northeast Park 45.004174 -93.229879
330 Minneapolis Waite Park 45.029702 -93.236658
331 Minneapolis Sumner-Glenwood 44.983867 -93.291097
332 Minneapolis McKinley 45.018573 -93.285999
333 Minneapolis Hawthorne 45.005740 -93.285047
334 Minneapolis St. Anthony West 44.995097 -93.263494
335 Minneapolis Folwell 45.018370 -93.300898
336 Minneapolis Lind-Bohanon 45.043975 -93.290763
337 Minneapolis Victory 45.032529 -93.313661
338 Minneapolis Field 44.915941 -93.269119
339 Minneapolis King Field 44.929257 -93.281404
340 Minneapolis CARAG 44.942708 -93.293125
341 Minneapolis Central 44.981265 -93.266259
342 Minneapolis Longfellow 44.948209 -93.227592
343 Minneapolis Corcoran 44.942564 -93.240817
344 Minneapolis Cooper 44.947512 -93.210681
345 Minneapolis Whittier 44.957095 -93.280050
346 Minneapolis East Isles 44.956453 -93.299988
347 Minneapolis Kenwood 44.959247 -93.312326
348 Minneapolis Harrison 44.981162 -93.303625
349 Minneapolis Nicollet Island 44.988170 -93.263208
350 Minneapolis Near North 44.992484 -93.294887
351 Minneapolis North Loop 44.986141 -93.279441
352 Minneapolis Elliot Park 44.969852 -93.262356
353 Minneapolis Downtown East 44.975541 -93.253038
354 Minneapolis University 44.977800 -93.225700
355 Minneapolis Seward 44.959754 -93.231895
356 Minneapolis Loring Park 44.969499 -93.281779
357 Minneapolis Como 44.986353 -93.221267
358 Minneapolis Beltrami 44.995044 -93.242432
359 Minneapolis St. Anthony East 44.995873 -93.252917
360 Minneapolis Sheridan 45.002252 -93.265360
361 Minneapolis Holland 45.012197 -93.256233
362 Minneapolis Marshall Terrace 45.020859 -93.269544
363 Minneapolis Audubon Park 45.018284 -93.238720
364 Minneapolis Ventura Village 44.962898 -93.257882
365 San Francisco Sea Cliff 37.785900 -122.490700
366 San Francisco Marina 37.803700 -122.436800
367 San Francisco Pacific Heights 37.792500 -122.438200
368 San Francisco Nob Hill 37.793000 -122.416100
369 San Francisco Presidio Heights 37.792500 -122.438200
370 San Francisco Downtown/Civic Center 37.781600 -122.415600
371 San Francisco Excelsior 37.724400 -122.427200
372 San Francisco Bernal Heights 37.738900 -122.415200
373 San Francisco Western Addition 37.782200 -122.434200
374 San Francisco Chinatown 37.794100 -122.407800
375 San Francisco North Beach 37.806100 -122.410300
376 San Francisco Haight Ashbury 37.769200 -122.448100
377 San Francisco Outer Mission 37.715700 -122.445800
378 San Francisco Crocker Amazon 37.712000 -122.437600
379 San Francisco West of Twin Peaks 37.740600 -122.458900
380 San Francisco South of Market 37.778500 -122.405600
381 San Francisco Potrero Hill 37.760500 -122.400900
382 San Francisco Inner Richmond 37.779900 -122.464700
383 San Francisco Bayview 37.730400 -122.384400
384 San Francisco Noe Valley 37.750200 -122.433700
385 San Francisco Inner Sunset 37.760700 -122.468000
386 San Francisco Diamond Heights 37.742400 -122.442500
387 San Francisco Lakeshore 37.723300 -122.488700
388 San Francisco Russian Hill 37.801100 -122.419600
389 San Francisco Treasure Island/YBI 37.823600 -122.370600
390 San Francisco Twin Peaks 37.752500 -122.447600
391 San Francisco Outer Richmond 37.777700 -122.495300
392 San Francisco Visitacion Valley 37.717200 -122.404300
393 San Francisco Golden Gate Park 37.769400 -122.486200
394 San Francisco Parkside 37.733000 -122.478600
395 San Francisco Financial District 37.794600 -122.399900
396 San Francisco Ocean View 37.714200 -122.456600
397 San Francisco Mission 37.759900 -122.414800
398 San Francisco Presidio 37.798900 -122.466200
399 San Francisco Castro/Upper Market 37.760900 -122.435000
400 San Francisco Outer Sunset 37.746700 -122.486300
401 San Francisco Glen Park 37.737800 -122.432100
402 Seattle Adams 47.670200 -122.386200
403 Seattle Wallingford 47.659700 -122.331700
404 Seattle Green Lake 47.680400 -122.333600
405 Seattle Sand Point 47.680800 -122.255500
406 Seattle University District 47.657400 -122.309100
407 Seattle Seaview 47.550500 -122.394000
408 Seattle Alki 47.571000 -122.409000
409 Seattle Matthews Beach 47.704000 -122.281600
410 Seattle Broadview 47.720000 -122.366200
411 Seattle Sunset Hill 47.681500 -122.399400
412 Seattle Windermere 47.669200 -122.266500
413 Seattle Laurelhurst 47.658700 -122.279500
414 Seattle Eastlake 47.640800 -122.326100
415 Seattle South Lake Union 47.622800 -122.335200
416 Seattle Lawton Park 47.655300 -122.397700
417 Seattle Briarcliff 47.642700 -122.408100
418 Seattle Whittier Heights 47.682700 -122.371400
419 Seattle Interbay 47.640400 -122.380500
420 Seattle Georgetown 47.542600 -122.322600
421 Seattle South Park 47.527700 -122.326200
422 Seattle Harbor Island 47.578800 -122.351800
423 Seattle Industrial District 47.569100 -122.335000
424 Seattle Crown Hill 47.696600 -122.371200
425 Seattle Fauntleroy 47.521600 -122.390600
426 Seattle North Beacon Hill 47.578000 -122.308700
427 Seattle Dunlap 47.525000 -122.271100
428 Seattle Rainier Beach 47.511900 -122.262200
429 Seattle Mount Baker 47.576900 -122.289200
430 Seattle Roxhill 47.526400 -122.371600
431 Seattle Seward Park 47.550000 -122.265100
432 Seattle Montlake 47.639400 -122.306000
433 Seattle Madison Park 47.635100 -122.286100
434 Seattle Stevens 47.625700 -122.304400
435 Seattle Loyal Heights 47.682500 -122.385100
436 Seattle North Beach/Blue Ridge 47.698400 -122.387400
437 Seattle Yesler Terrace 47.602600 -122.320600
438 Seattle West Woodland 47.666800 -122.368300
439 Seattle Wedgwood 47.689900 -122.291600
440 Seattle Phinney Ridge 47.674300 -122.352500
441 Seattle Fremont 47.655600 -122.351300
442 Seattle View Ridge 47.680800 -122.272900
443 Seattle Ravenna 47.673400 -122.300000
444 Seattle Mann 47.611400 -122.299600
445 Seattle Bryant 47.669700 -122.285000
446 Seattle High Point 47.543500 -122.368800
447 Seattle Roosevelt 47.682700 -122.316300
448 Seattle West Queen Anne 47.633800 -122.366400
449 Seattle Lower Queen Anne 47.622600 -122.354700
450 Seattle East Queen Anne 47.635000 -122.349900
451 Seattle North Queen Anne 47.645700 -122.365000
452 Seattle Westlake 47.632100 -122.341500
453 Seattle First Hill 47.609500 -122.323800
454 Seattle Southeast Magnolia 47.640800 -122.392500
455 Seattle Central Business District 47.607400 -122.334500
456 Seattle Minor 47.608000 -122.309800
457 Seattle Madrona 47.612500 -122.289300
458 Seattle Harrison/Denny-Blaine 47.623100 -122.287100
459 Seattle Leschi 47.598400 -122.291200
460 Seattle Atlantic 47.594000 -122.303200
461 Seattle International District 47.597600 -122.322600
462 Seattle Pike-Market 47.608900 -122.342200
463 Seattle Brighton 47.537600 -122.275100
464 Seattle Belltown 47.614500 -122.343700
465 Seattle Pioneer Square 47.597000 -122.334100
466 Seattle Gatewood 47.537500 -122.383100
467 Seattle Arbor Heights 47.509200 -122.379500
468 Seattle North Admiral 47.578100 -122.387700
469 Seattle Fairmount Park 47.553000 -122.381500
470 Seattle Olympic Hills 47.725900 -122.302600
471 Seattle Genesee 47.564400 -122.388200
472 Seattle Greenwood 47.693400 -122.355300
473 Seattle Mid-Beacon Hill 47.551300 -122.304100
474 Seattle South Beacon Hill 47.525300 -122.286400
475 Seattle Holly Park 47.539200 -122.287100
476 Seattle South Delridge 47.525300 -122.359700
477 Seattle Rainier View 47.501500 -122.262400
478 Seattle Bitter Lake 47.718300 -122.350300
479 Seattle Maple Leaf 47.697600 -122.319000
480 Seattle Columbia City 47.557200 -122.284400
481 Seattle Highland Park 47.525100 -122.344300
482 Seattle North Delridge 47.561700 -122.364900
483 Seattle Riverview 47.545700 -122.353200
484 Seattle Portage Bay 47.646000 -122.319500
485 Seattle Victory Heights 47.710300 -122.306200
486 Seattle Broadway 47.623800 -122.319700
487 Seattle Meadowbrook 47.704900 -122.295900
488 Seattle Cedar Park 47.722900 -122.286800
489 Seattle Haller Lake 47.720000 -122.334800
490 Seattle Pinehurst 47.718400 -122.319000
491 Seattle North College Park 47.697100 -122.336700
492 Manhattan - NYC Marble Hill 40.876551 -73.910660
493 Manhattan - NYC Chinatown 40.715618 -73.994279
494 Manhattan - NYC Washington Heights 40.851903 -73.936900
495 Manhattan - NYC Inwood 40.867684 -73.921210
496 Manhattan - NYC Hamilton Heights 40.823604 -73.949688
497 Manhattan - NYC Manhattanville 40.816934 -73.957385
498 Manhattan - NYC Central Harlem 40.815976 -73.943211
499 Manhattan - NYC East Harlem 40.792249 -73.944182
500 Manhattan - NYC Upper East Side 40.775639 -73.960508
501 Manhattan - NYC Yorkville 40.775930 -73.947118
502 Manhattan - NYC Lenox Hill 40.768113 -73.958860
503 Manhattan - NYC Roosevelt Island 40.762160 -73.949168
504 Manhattan - NYC Upper West Side 40.787658 -73.977059
505 Manhattan - NYC Lincoln Square 40.773529 -73.985338
506 Manhattan - NYC Clinton 40.759101 -73.996119
507 Manhattan - NYC Midtown 40.754691 -73.981669
508 Manhattan - NYC Murray Hill 40.748303 -73.978332
509 Manhattan - NYC Chelsea 40.744035 -74.003116
510 Manhattan - NYC Greenwich Village 40.726933 -73.999914
511 Manhattan - NYC East Village 40.727847 -73.982226
512 Manhattan - NYC Lower East Side 40.717807 -73.980890
513 Manhattan - NYC Tribeca 40.721522 -74.010683
514 Manhattan - NYC Little Italy 40.719324 -73.997305
515 Manhattan - NYC Soho 40.722184 -74.000657
516 Manhattan - NYC West Village 40.734434 -74.006180
517 Manhattan - NYC Manhattan Valley 40.797307 -73.964286
518 Manhattan - NYC Morningside Heights 40.808000 -73.963896
519 Manhattan - NYC Gramercy 40.737210 -73.981376
520 Manhattan - NYC Battery Park City 40.711932 -74.016869
521 Manhattan - NYC Financial District 40.707107 -74.010665
522 Manhattan - NYC Carnegie Hill 40.782683 -73.953256
523 Manhattan - NYC Noho 40.723259 -73.988434
524 Manhattan - NYC Civic Center 40.715229 -74.005415
525 Manhattan - NYC Midtown South 40.748510 -73.988713
526 Manhattan - NYC Turtle Bay 40.752042 -73.967708
527 Manhattan - NYC Tudor City 40.746917 -73.971219
528 Manhattan - NYC Stuyvesant Town 40.731000 -73.974052
529 Manhattan - NYC Flatiron 40.739673 -73.990947
530 Manhattan - NYC Hudson Yards 40.756658 -74.000111
531 Manhattan - NYC Sutton Place 40.760280 -73.963556
In [10]:
# Show total number of cities, boroughs, and neighborhoods
n_city = neighborhoods['City'].nunique()
n_neighborhood = neighborhoods.shape[0]
                
print("The dataframe has", n_city, "cities and", n_neighborhood, "neighborhoods.")
The dataframe has 7 cities and 532 neighborhoods.

2. Mapping with Folium

In [11]:
# Find the coordinates of the US to map the seven cities
address = 'United States of America'

geolocator = Nominatim(user_agent="usa_explorer")
location = geolocator.geocode(address)
latitude = location.latitude
longitude = location.longitude
print('The geograpical coordinate of the US are {}, {}.'.format(latitude, longitude))
The geograpical coordinate of the US are 39.7837304, -100.4458825.
In [12]:
# Map of all seven cities using US latitude and longitude values
map_cities = folium.Map(location=[latitude, longitude], zoom_start=4)

# Adding markers to map
for lat, lng, city, neighborhood in zip(neighborhoods['Latitude'], neighborhoods['Longitude'], neighborhoods['City'], neighborhoods['Neighborhood']):
    label = '{}, {}'.format(neighborhood, city)
    label = folium.Popup(label, parse_html=True)
    folium.CircleMarker(
        [lat, lng],
        radius=5,
        popup=label,
        color='blue',
        fill=True,
        fill_color='#3186cc',
        fill_opacity=0.7,
        parse_html=False).add_to(map_cities) 
    
# Show map    
map_cities
Out[12]:

3. Foursquare API

In [13]:
# @hiddencell
CLIENT_ID = 'H5UHWYXEIEXH3QRRBKADSTXFEO4PRQWEW50DDOKPWIV2N3LD' # your Foursquare ID
CLIENT_SECRET = 'TRGOGZ3MTIXDC3PDOC0LBDS0XZWDBKXBBKMQK1MKDREDNC2L' # your Foursquare Secret
VERSION = '20180605' # Foursquare API version
In [14]:
# Find the first neighborhood in the dataset
neighborhoods.loc[0, 'Neighborhood']
Out[14]:
'Tacotown'
In [15]:
# Get the coordinates of the first neighborhood in the dataset
neighborhood_latitude = neighborhoods.loc[0, 'Latitude'] # Neighborhood latitude value
neighborhood_longitude = neighborhoods.loc[0, 'Longitude'] # Neighborhood longitude value

neighborhood_name = neighborhoods.loc[0, 'Neighborhood'] # Neighborhood name

print('Latitude and longitude values of {} are {}, {}.'.format(neighborhood_name, 
                                                               neighborhood_latitude, 
                                                               neighborhood_longitude))
Latitude and longitude values of Tacotown are 33.745, -84.3655.
In [16]:
# Explore venues in first neighborhood in the dataset
LIMIT = 100 # Limit of number of venues returned by Foursquare API
radius = 500 # Define radius

# Create URL
url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(
    CLIENT_ID, 
    CLIENT_SECRET, 
    VERSION, 
    neighborhood_latitude, 
    neighborhood_longitude, 
    radius, 
    LIMIT)
In [17]:
results = requests.get(url).json()
results
Out[17]:
{'meta': {'code': 200, 'requestId': '5c7a9c5a4434b957cf8f58e7'},
 'response': {'groups': [{'items': [{'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-58da9edfdfa6ff7d56ac9d53-0',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/breakfast_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d143941735',
         'name': 'Breakfast Spot',
         'pluralName': 'Breakfast Spots',
         'primary': True,
         'shortName': 'Breakfast'}],
       'id': '58da9edfdfa6ff7d56ac9d53',
       'location': {'address': '662 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 202,
        'formattedAddress': ['662 Memorial Dr SE',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74680341074267,
          'lng': -84.36582426326582}],
        'lat': 33.74680341074267,
        'lng': -84.36582426326582,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Petit Chou',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-4b781e1ef964a520a2b62ee3-1',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/flowershop_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d11b951735',
         'name': 'Flower Shop',
         'pluralName': 'Flower Shops',
         'primary': True,
         'shortName': 'Flower Shop'}],
       'id': '4b781e1ef964a520a2b62ee3',
       'location': {'address': '353 Boulevard SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'at Woodward Ave SE',
        'distance': 261,
        'formattedAddress': ['353 Boulevard SE (at Woodward Ave SE)',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74512413145578,
          'lng': -84.36832096814577}],
        'lat': 33.74512413145578,
        'lng': -84.36832096814577,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Garden*Hood Atlanta',
       'photos': {'count': 0, 'groups': []},
       'venuePage': {'id': '60241549'}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-54f25758498eeb736704658a-2',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/motorcycle_',
          'suffix': '.png'},
         'id': '5032833091d4c4b30a586d60',
         'name': 'Motorcycle Shop',
         'pluralName': 'Motorcycle Shops',
         'primary': True,
         'shortName': 'Motorcycle Shop'}],
       'id': '54f25758498eeb736704658a',
       'location': {'address': '670 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 220,
        'formattedAddress': ['670 Memorial Dr SE',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74697610137673,
          'lng': -84.36538428068161}],
        'lat': 33.74697610137673,
        'lng': -84.36538428068161,
        'neighborhood': 'Cabbagetown',
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Brother Moto',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-45152287f964a520f4391fe3-3',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/mexican_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1c1941735',
         'name': 'Mexican Restaurant',
         'pluralName': 'Mexican Restaurants',
         'primary': True,
         'shortName': 'Mexican'}],
       'id': '45152287f964a520f4391fe3',
       'location': {'address': '242 Boulevard SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'at Carroll St',
        'distance': 404,
        'formattedAddress': ['242 Boulevard SE (at Carroll St)',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74796812240394,
          'lng': -84.36802015846912}],
        'lat': 33.74796812240394,
        'lng': -84.36802015846912,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Agave',
       'photos': {'count': 0, 'groups': []},
       'venuePage': {'id': '62889319'}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-50f1aeabe4b07f040c035177-4',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/burger_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d16c941735',
         'name': 'Burger Joint',
         'pluralName': 'Burger Joints',
         'primary': True,
         'shortName': 'Burgers'}],
       'id': '50f1aeabe4b07f040c035177',
       'location': {'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 271,
        'formattedAddress': ['Atlanta, GA 30312', 'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.745977475533635,
          'lng': -84.36818159327107}],
        'lat': 33.745977475533635,
        'lng': -84.36818159327107,
        'postalCode': '30312',
        'state': 'GA'},
       'name': "Mix'D Up Truck Stop",
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-4b43ce2ef964a5207bea25e3-5',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/ramen_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1d1941735',
         'name': 'Noodle House',
         'pluralName': 'Noodle Houses',
         'primary': True,
         'shortName': 'Noodles'}],
       'id': '4b43ce2ef964a5207bea25e3',
       'location': {'address': '563 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'at Park Ave SE',
        'distance': 407,
        'formattedAddress': ['563 Memorial Dr SE (at Park Ave SE)',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.7465362832061,
          'lng': -84.36949613956263}],
        'lat': 33.7465362832061,
        'lng': -84.36949613956263,
        'postalCode': '30312',
        'state': 'GA'},
       'name': "Doc Chey's Noodle House",
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-46050debf964a520b8441fe3-6',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/mexican_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1c1941735',
         'name': 'Mexican Restaurant',
         'pluralName': 'Mexican Restaurants',
         'primary': True,
         'shortName': 'Mexican'}],
       'id': '46050debf964a520b8441fe3',
       'location': {'address': '571 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'Boulevard Dr SE',
        'distance': 349,
        'formattedAddress': ['571 Memorial Dr SE (Boulevard Dr SE)',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74650302362015,
          'lng': -84.36881219870004}],
        'lat': 33.74650302362015,
        'lng': -84.36881219870004,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Mi Barrio Restaurante Mexicano',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-5b18132216ef670039ce44cb-7',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/pizza_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1ca941735',
         'name': 'Pizza Place',
         'pluralName': 'Pizza Places',
         'primary': True,
         'shortName': 'Pizza'}],
       'id': '5b18132216ef670039ce44cb',
       'location': {'address': '519 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 472,
        'formattedAddress': ['519 Memorial Dr SE',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.746274229915784,
          'lng': -84.37037126571886}],
        'lat': 33.746274229915784,
        'lng': -84.37037126571886,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Firepit Pizza Tavern',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-5b5b580bf193c0002c102e0a-8',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/gastropub_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d155941735',
         'name': 'Gastropub',
         'pluralName': 'Gastropubs',
         'primary': True,
         'shortName': 'Gastropub'}],
       'id': '5b5b580bf193c0002c102e0a',
       'location': {'address': '519 Memorial Dr SE # C-01',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 464,
        'formattedAddress': ['519 Memorial Dr SE # C-01',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.7461512984276,
          'lng': -84.370321118625}],
        'lat': 33.7461512984276,
        'lng': -84.370321118625,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Full Commission',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-428a8580f964a52088231fe3-9',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/breakfast_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d143941735',
         'name': 'Breakfast Spot',
         'pluralName': 'Breakfast Spots',
         'primary': True,
         'shortName': 'Breakfast'}],
       'id': '428a8580f964a52088231fe3',
       'location': {'address': '208 Carroll St SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 498,
        'formattedAddress': ['208 Carroll St SE',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74894384196275,
          'lng': -84.36804663948855}],
        'lat': 33.74894384196275,
        'lng': -84.36804663948855,
        'neighborhood': 'Cabbagetown',
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Carroll Street Cafe',
       'photos': {'count': 0, 'groups': []},
       'venuePage': {'id': '56241704'}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-4a7f5c66f964a520c8f31fe3-10',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/parks_outdoors/park_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d163941735',
         'name': 'Park',
         'pluralName': 'Parks',
         'primary': True,
         'shortName': 'Park'}],
       'id': '4a7f5c66f964a520c8f31fe3',
       'location': {'address': '701 Kirkwood Ave',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'Tye Street',
        'distance': 500,
        'formattedAddress': ['701 Kirkwood Ave (Tye Street)',
         'Atlanta, GA 30316',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74935714317614,
          'lng': -84.36416387557983}],
        'lat': 33.74935714317614,
        'lng': -84.36416387557983,
        'postalCode': '30316',
        'state': 'GA'},
       'name': 'Cabbagetown Park',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-5abfbad2037be13328154c46-11',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/burger_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d16c941735',
         'name': 'Burger Joint',
         'pluralName': 'Burger Joints',
         'primary': True,
         'shortName': 'Burgers'}],
       'id': '5abfbad2037be13328154c46',
       'location': {'address': '701 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 177,
        'formattedAddress': ['701 Memorial Dr SE',
         'Atlanta, GA 30316',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74653450412781,
          'lng': -84.36497111909655}],
        'lat': 33.74653450412781,
        'lng': -84.36497111909655,
        'postalCode': '30316',
        'state': 'GA'},
       'name': 'Grindhouse Killer Burgers',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-4b8017bbf964a5206f5130e3-12',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/default_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1ff941735',
         'name': 'Miscellaneous Shop',
         'pluralName': 'Miscellaneous Shops',
         'primary': True,
         'shortName': 'Shop'}],
       'id': '4b8017bbf964a5206f5130e3',
       'location': {'address': '271 Chester Ave SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'Memorial Dr',
        'distance': 472,
        'formattedAddress': ['271 Chester Ave SE (Memorial Dr)',
         'Atlanta, GA 30316',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74626250675124,
          'lng': -84.37037853807568}],
        'lat': 33.74626250675124,
        'lng': -84.37037853807568,
        'postalCode': '30316',
        'state': 'GA'},
       'name': 'Atlanta Habitat for Humanity ReStore',
       'photos': {'count': 0, 'groups': []},
       'venuePage': {'id': '110751441'}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-4b5c0448f964a520522129e3-13',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/asian_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d145941735',
         'name': 'Chinese Restaurant',
         'pluralName': 'Chinese Restaurants',
         'primary': True,
         'shortName': 'Chinese'}],
       'id': '4b5c0448f964a520522129e3',
       'location': {'address': '371 Boulevard SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 283,
        'formattedAddress': ['371 Boulevard SE',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74446523938574,
          'lng': -84.36849863726695}],
        'lat': 33.74446523938574,
        'lng': -84.36849863726695,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Burger Joy',
       'photos': {'count': 0, 'groups': []}}},
     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
         'type': 'general'}]},
      'referralId': 'e-0-4b48f167f964a5209e5e26e3-14',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/mexican_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1c1941735',
         'name': 'Mexican Restaurant',
         'pluralName': 'Mexican Restaurants',
         'primary': True,
         'shortName': 'Mexican'}],
       'id': '4b48f167f964a5209e5e26e3',
       'location': {'address': '687 Memorial Dr SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'Boulevard',
        'distance': 175,
        'formattedAddress': ['687 Memorial Dr SE (Boulevard)',
         'Atlanta, GA 30316',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74644978333333,
          'lng': -84.364759}],
        'lat': 33.74644978333333,
        'lng': -84.364759,
        'postalCode': '30316',
        'state': 'GA'},
       'name': 'El Toro',
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        'distance': 388,
        'formattedAddress': ['Atlanta, GA', 'United States'],
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        'state': 'GA'},
       'name': 'Future Perfect Massage',
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-500dcf70e4b08ffd5afbd73e-23',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/ramen_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1d1941735',
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         'pluralName': 'Noodle Houses',
         'primary': True,
         'shortName': 'Noodles'}],
       'id': '500dcf70e4b08ffd5afbd73e',
       'location': {'address': '563 Memorial Dr SE',
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        'postalCode': '30312',
        'state': 'GA'},
       'name': "DocChey's",
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-5b816b04588e36002c45e0e0-24',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/spa_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d1ed941735',
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         'pluralName': 'Spas',
         'primary': True,
         'shortName': 'Spa'}],
       'id': '5b816b04588e36002c45e0e0',
       'location': {'address': '563 Memorial Dr SE Unit Cu-A',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'Park Ave',
        'distance': 408,
        'formattedAddress': ['563 Memorial Dr SE Unit Cu-A (Park Ave)',
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       'name': 'Intown Saltroom',
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-4d95fa4fc19fb60cd5d27265-25',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/apparel_kids_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d105951735',
         'name': 'Kids Store',
         'pluralName': 'Kids Stores',
         'primary': True,
         'shortName': 'Kids Store'}],
       'id': '4d95fa4fc19fb60cd5d27265',
       'location': {'address': '465 Boulevard SE Ste 101',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'at Glenwood Ave. SE',
        'distance': 422,
        'formattedAddress': ['465 Boulevard SE Ste 101 (at Glenwood Ave. SE)',
         'Atlanta, GA 30312',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.742031,
          'lng': -84.368335}],
        'lat': 33.742031,
        'lng': -84.368335,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Baby Love',
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     {'reasons': {'count': 0,
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         'summary': 'This spot is popular',
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      'referralId': 'e-0-5bc2177f38f21600255f2277-26',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/flowershop_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d11b951735',
         'name': 'Flower Shop',
         'pluralName': 'Flower Shops',
         'primary': True,
         'shortName': 'Flower Shop'}],
       'id': '5bc2177f38f21600255f2277',
       'location': {'address': '751 Gaskill St SE',
        'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'crossStreet': 'Estoria',
        'distance': 428,
        'formattedAddress': ['751 Gaskill St SE (Estoria)',
         'Atlanta, GA 30316',
         'United States'],
        'labeledLatLngs': [{'label': 'display',
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        'state': 'GA'},
       'name': 'Flora Fauna',
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     {'reasons': {'count': 0,
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      'referralId': 'e-0-4e284d951f6e88a1546094a7-27',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/gym_yogastudio_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d102941735',
         'name': 'Yoga Studio',
         'pluralName': 'Yoga Studios',
         'primary': True,
         'shortName': 'Yoga Studio'}],
       'id': '4e284d951f6e88a1546094a7',
       'location': {'address': '228 Powell St SE',
        'cc': 'US',
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        'distance': 431,
        'formattedAddress': ['228 Powell St SE',
         'Atlanta, GA 30316',
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        'lng': -84.36560546508709,
        'postalCode': '30316',
        'state': 'GA'},
       'name': 'All Life is Yoga',
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-4c0835717e3fc9282efaef82-28',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/arts_entertainment/performingarts_dancestudio_',
          'suffix': '.png'},
         'id': '4bf58dd8d48988d134941735',
         'name': 'Dance Studio',
         'pluralName': 'Dance Studios',
         'primary': True,
         'shortName': 'Dance Studio'}],
       'id': '4c0835717e3fc9282efaef82',
       'location': {'address': '750 Glenwood Ave SE',
        'cc': 'US',
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       'name': 'The Beam: Moving In The Spirit',
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-5b5106f59e3b65002c5350f1-29',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/juicebar_',
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         'id': '4bf58dd8d48988d112941735',
         'name': 'Juice Bar',
         'pluralName': 'Juice Bars',
         'primary': True,
         'shortName': 'Juice Bar'}],
       'id': '5b5106f59e3b65002c5350f1',
       'location': {'address': '519 Memorial Dr SE Ste B04',
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        'neighborhood': 'Grant Park',
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Kale Me Crazy',
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-5bb01124178a2a002c5e66d9-30',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/shops/mall_',
          'suffix': '.png'},
         'id': '5744ccdfe4b0c0459246b4dc',
         'name': 'Shopping Plaza',
         'pluralName': 'Shopping Plazas',
         'primary': True,
         'shortName': 'Shopping Plaza'}],
       'id': '5bb01124178a2a002c5e66d9',
       'location': {'cc': 'US',
        'city': 'Atlanta',
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        'distance': 495,
        'formattedAddress': ['Atlanta, GA 30312', 'United States'],
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          'lat': 33.746554,
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       'name': 'Larkin On Memorial',
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     {'reasons': {'count': 0,
       'items': [{'reasonName': 'globalInteractionReason',
         'summary': 'This spot is popular',
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      'referralId': 'e-0-5ba6c1e54ac28a002c857827-31',
      'venue': {'categories': [{'icon': {'prefix': 'https://ss3.4sqi.net/img/categories_v2/food/ramen_',
          'suffix': '.png'},
         'id': '55a59bace4b013909087cb24',
         'name': 'Ramen Restaurant',
         'pluralName': 'Ramen Restaurants',
         'primary': True,
         'shortName': 'Ramen'}],
       'id': '5ba6c1e54ac28a002c857827',
       'location': {'cc': 'US',
        'city': 'Atlanta',
        'country': 'United States',
        'distance': 496,
        'formattedAddress': ['Atlanta, GA 30312', 'United States'],
        'labeledLatLngs': [{'label': 'display',
          'lat': 33.74638,
          'lng': -84.370605}],
        'lat': 33.74638,
        'lng': -84.370605,
        'postalCode': '30312',
        'state': 'GA'},
       'name': 'Ramen Station',
       'photos': {'count': 0, 'groups': []}}}],
    'name': 'recommended',
    'type': 'Recommended Places'}],
  'headerFullLocation': 'Grant Park, Atlanta',
  'headerLocation': 'Grant Park',
  'headerLocationGranularity': 'neighborhood',
  'suggestedBounds': {'ne': {'lat': 33.7495000045, 'lng': -84.3600983105827},
   'sw': {'lat': 33.740499995499995, 'lng': -84.3709016894173}},
  'suggestedFilters': {'filters': [{'key': 'openNow', 'name': 'Open now'},
    {'key': 'price', 'name': '$-$$$$'}],
   'header': 'Tap to show:'},
  'totalResults': 32}}
In [18]:
# Function to extract the category of the venue
def get_category_type(row):
    try:
        categories_list = row['categories']
    except:
        categories_list = row['venue.categories']
        
    if len(categories_list) == 0:
        return None
    else:
        return categories_list[0]['name']
In [19]:
# From json to pandas dataframe
venues = results['response']['groups'][0]['items']   
nearby_venues = json_normalize(venues) # Flatten JSON

# Filter columns
filtered_columns = ['venue.name', 'venue.categories', 'venue.location.lat', 'venue.location.lng']
nearby_venues =nearby_venues.loc[:, filtered_columns]

# Filter the category for each row
nearby_venues['venue.categories'] = nearby_venues.apply(get_category_type, axis=1)

# Clean columns
nearby_venues.columns = [col.split(".")[-1] for col in nearby_venues.columns]

nearby_venues
Out[19]:
name categories lat lng
0 Petit Chou Breakfast Spot 33.746803 -84.365824
1 Garden*Hood Atlanta Flower Shop 33.745124 -84.368321
2 Brother Moto Motorcycle Shop 33.746976 -84.365384
3 Agave Mexican Restaurant 33.747968 -84.368020
4 Mix'D Up Truck Stop Burger Joint 33.745977 -84.368182
5 Doc Chey's Noodle House Noodle House 33.746536 -84.369496
6 Mi Barrio Restaurante Mexicano Mexican Restaurant 33.746503 -84.368812
7 Firepit Pizza Tavern Pizza Place 33.746274 -84.370371
8 Full Commission Gastropub 33.746151 -84.370321
9 Carroll Street Cafe Breakfast Spot 33.748944 -84.368047
10 Cabbagetown Park Park 33.749357 -84.364164
11 Grindhouse Killer Burgers Burger Joint 33.746535 -84.364971
12 Atlanta Habitat for Humanity ReStore Miscellaneous Shop 33.746263 -84.370379
13 Burger Joy Chinese Restaurant 33.744465 -84.368499
14 El Toro Mexican Restaurant 33.746450 -84.364759
15 Chien Hong School Of Kung Fu Martial Arts Dojo 33.746529 -84.366032
16 The Cube Gallery Art Gallery 33.746935 -84.365775
17 Cummin Landscape Supply Garden 33.746974 -84.363315
18 Salon 611 Health & Beauty Service 33.742514 -84.367559
19 Adams Park Recreation Center Park 33.742016 -84.364714
20 Sutera Hair Spa Spa 33.742340 -84.367418
21 Foxgloves & Ivy Flower Shop 33.746580 -84.369023
22 Future Perfect Massage Massage Studio 33.748493 -84.365485
23 DocChey's Noodle House 33.746358 -84.369394
24 Intown Saltroom Spa 33.746310 -84.369620
25 Baby Love Kids Store 33.742031 -84.368335
26 Flora Fauna Flower Shop 33.748210 -84.362953
27 All Life is Yoga Yoga Studio 33.748878 -84.365605
28 The Beam: Moving In The Spirit Dance Studio 33.741769 -84.361998
29 Kale Me Crazy Juice Bar 33.746441 -84.370489
30 Larkin On Memorial Shopping Plaza 33.746554 -84.370518
31 Ramen Station Ramen Restaurant 33.746380 -84.370605
In [20]:
print('{} venues were returned by Foursquare.'.format(nearby_venues.shape[0]))
32 venues were returned by Foursquare.
In [21]:
# Explore neighborhoods in the dataset
def getNearbyVenues(names, latitudes, longitudes, radius=500):
    venues_list=[]
    for name, lat, lng in zip(names, latitudes, longitudes):
        print(name)
            
        # Create the API request URL
        url = 'https://api.foursquare.com/v2/venues/explore?&client_id={}&client_secret={}&v={}&ll={},{}&radius={}&limit={}'.format(
            CLIENT_ID, 
            CLIENT_SECRET, 
            VERSION, 
            lat, 
            lng, 
            radius, 
            LIMIT)
            
        # Make the GET request
        results = requests.get(url).json()["response"]['groups'][0]['items']
        
        # Return only relevant information for each nearby venue
        venues_list.append([(
            name, 
            lat, 
            lng, 
            v['venue']['name'], 
            v['venue']['location']['lat'], 
            v['venue']['location']['lng'],  
            v['venue']['categories'][0]['name']) for v in results])

    nearby_venues = pd.DataFrame([item for venue_list in venues_list for item in venue_list])
    nearby_venues.columns = ['Neighborhood', 
                  'Neighborhood Latitude', 
                  'Neighborhood Longitude', 
                  'Venue', 
                  'Venue Latitude', 
                  'Venue Longitude', 
                  'Venue Category']
    
    return(nearby_venues)
In [37]:
# Run the above function to each neighbohood
neighborhood_venues = getNearbyVenues(names=neighborhoods['Neighborhood'],
                                   latitudes=neighborhoods['Latitude'],
                                   longitudes=neighborhoods['Longitude']
                                  )
Tacotown
Oakland Cemetery
High Point
Atkins Park
Pittsburgh
Oakland
Loring Heights
Custer-Mcdonough
Amal Heights
Semmes Park
Swallow Circle/Baywood
West End
Harris Chiles
Historic Westside Village
Meadow Lark Estates
Just Us
Joyland
Westchester Hills/Chelsea Heights
Berkeley Park
East Atlanta
Harvel Homes Community
Mechanicsville
Downtown
Midtown
Sherwood Forest
Cabbagetown
Ansley Park
Piedmont Heights
Virginia-Highland
Druid Hills
Candler Park
Sweet Auburn
Morningside/Lenox Park
Edgewood
Piedmont Park
Lake Claire
Poncey-Highland
Reynoldstown
Old Fourth Ward
The Bluff
Inman Park
Little Five Points
Lindridge - Martin Manor
Armour
Sycamore Ridge
Hunter Hills
South River Gardens
Kirkwood
East Lake
Chosewood Park
English Avenue
Vine City
Georgia Tech
Home Park
Atlantic Station
Washington Park
Bankhead
Knight Park/Howell Station
Lavista Park
Merry Hills
North Druid Hills
Biltmore Acres
Victoria Estates
Oakhurst
Decatur Heights
Great Lakes
Glennwood Estates
Lenox Place
Winnona Park
West Lake
Colonial Hills
Summerhill
Grant Park
Glenwood Park
North Ormewood Park
Ormewood Park
Boulevard Heights
Benteen Park
Capitol Gateway
Peoplestown
Jefferson Park
Capitol View Manor
Capitol View
Adair Park
Sylvan Hills
Perkerson
Hammond Park
Mak Historic District
College Heights
South Atlanta
Frog Hollow
Conley Hills
Egan Park
Lakewood Heights
Betmar La Villa
Thomasville Heights
Mozley Park
Polar Rock
West Midtown
Atlanta University Center
Oakland City
Bush Mountain
Underwood Hills
Future Westside Park
Westview
Ashview Heights
Venetian Hills
Penelope Neighbors
Grove Park
Dixie Hills
Center Hill
Collier Heights
Woodland Hills (North)
Woodland Hills (South)
Chaffee Park
Sunnyside
Highland
Globeville
Jefferson Park
Sun Valley
Valverde
Athmar Park
Windsor
Northeast Park Hill
Elyria Swansea
Wellshire
University
Rosedale
Cheesman Park
Hilltop
Montclair
Hale
North Park Hill
South Park Hill
University Park
Platt Park
College View/South Platte
Overland
Ruby Hill
Kennedy
Hampden
Baker
Fort Logan
Bear Valley
Harvey Park South
Southmoor Park
Hampden South
Indian Creek
Goldsmith
Virginia Village
Gateway/Green Valley Ranch
DIA
University Hills
Harvey Park
Mar Lee
Westwood
East Colfax
Auraria
Cory - Merrill
Belcaro
Washington Park
Washington Park West
Speer
Cherry Creek
Country Club
Congress Park
City Park
Clayton
Skyland
Cole
Marston
Washington Virginia Vale
Barnum
Barnum West
Villa Park
West Colfax
West Highland
Sloan Lake
Berkeley
Regis
Lincoln Park
City Park West
Whittier
Capitol Hill
North Capitol Hill
Civic Center
CBD
Union Station
Five Points
Stapleton
Montbello
Lowry Field
Fourth Ward
Greater Uptown
Greater Inwood
Greater Hobby Area
Eldridge/West Oaks
Washington Avenue Coalition/Memorial Park
Pleasantville Area
Northshore
Minnetex
Spring Branch East
Spring Branch North
Langwood
Greater Greenspoint
Iah/Airport Area
Kingwood Area
Lake Houston
South Belt/Ellington
Ost/South Union
Meadowbrook/Allendale
Museum Park
Greenway/Upper Kirby Area
Mid West
Midtown
Edgebrook Area
Memorial
Settegast
Addicks/Park Ten
Second Ward
Independence Heights
Downtown
Westbranch
Clinton Park Tri-Community
Golfcrest/Bellfort/Reveille
Greater Fifth Ward
Denver Harbor/Port Houston
Lazy Brook/Timbergrove
Greater Heights
Kashmere Gardens
Northside Village
Sharpstown
El Dorado/Oates Prairie
Westbury
Spring Branch Central
Hunterwood
Willow Meadows/Willowbend Area
Central Northwest
Trinity/Houston Gardens
Braeburn
Carverdale
South Main
Eastex/Jensen Area
Medical Center Area
East Houston
Acres Home
Northside/Northline
Hidden Valley
East Little York/Homestead
Willowbrook
Fairbanks/Northwest Crossing
Gulfton
Westwood
Macgregor
Fort Bend/Houston
Fondren Gardens
South Acres/Crestmont Park
Brays Oaks
Central Southwest
Gulfgate Riverview/Pine Valley
Sunnyside
Westchase
Alief
Pecan Park
Clear Lake
South Park
Astrodome Area
Park Place
Harrisburg/Manchester
University Place
Lawndale/Wayside
Greater Third Ward
Greater Eastwood
Spring Branch West
Braeswood Place
Meyerland Area
Magnolia Park
Afton Oaks/River Oaks Area
Briarforest Area
Neartown - Montrose
Bryant
Regina
Northrup
Page
Hale
Keewaydin
Diamond Lake
Wenonah
Morris Park
Minnehaha
Ericsson
Hiawatha
Howe
Standish
Bancroft
Powderhorn Park
Lyndale
ECCO
Fulton
Kenny
Armatage
Tangletown
Windom
East Harriet
Lowry Hill East
Phillips
Stevens Square
West Calhoun
Linden Hills
Lynnhurst
Shingle Creek
Humboldt Industrial
Webber-Camden
Cleveland
Jordan
Willard-Hay
Bryn-Mawr
Cedar-Isles
Columbia Park
Camden Industrial
Bottineau
Logan Park
Windom Park
Mid-City Industrial
Marcy-Holmes
Prospect Park
Lowry Hill
Downtown West
Cedar-Riverside
Northeast Park
Waite Park
Sumner-Glenwood
McKinley
Hawthorne
St. Anthony West
Folwell
Lind-Bohanon
Victory
Field
King Field
CARAG
Central
Longfellow
Corcoran
Cooper
Whittier
East Isles
Kenwood
Harrison
Nicollet Island
Near North
North Loop
Elliot Park
Downtown East
University
Seward
Loring Park
Como
Beltrami
St. Anthony East
Sheridan
Holland
Marshall Terrace
Audubon Park
Ventura Village
Sea Cliff
Marina
Pacific Heights
Nob Hill
Presidio Heights
Downtown/Civic Center
Excelsior
Bernal Heights
Western Addition
Chinatown
North Beach
Haight Ashbury
Outer Mission
Crocker Amazon
West of Twin Peaks
South of Market
Potrero Hill
Inner Richmond
Bayview
Noe Valley
Inner Sunset
Diamond Heights
Lakeshore
Russian Hill
Treasure Island/YBI
Twin Peaks
Outer Richmond
Visitacion Valley
Golden Gate Park
Parkside
Financial District
Ocean View
Mission
Presidio
Castro/Upper Market
Outer Sunset
Glen Park
Adams
Wallingford
Green Lake
Sand Point
University District
Seaview
Alki
Matthews Beach
Broadview
Sunset Hill
Windermere
Laurelhurst
Eastlake
South Lake Union
Lawton Park
Briarcliff
Whittier Heights
Interbay
Georgetown
South Park
Harbor Island
Industrial District
Crown Hill
Fauntleroy
North Beacon Hill
Dunlap
Rainier Beach
Mount Baker
Roxhill
Seward Park
Montlake
Madison Park
Stevens
Loyal Heights
North Beach/Blue Ridge
Yesler Terrace
West Woodland
Wedgwood
Phinney Ridge
Fremont
View Ridge
Ravenna
Mann
Bryant
High Point
Roosevelt
West Queen Anne
Lower Queen Anne
East Queen Anne
North Queen Anne
Westlake
First Hill
Southeast Magnolia
Central Business District
Minor
Madrona
Harrison/Denny-Blaine
Leschi
Atlantic
International District
Pike-Market
Brighton
Belltown
Pioneer Square
Gatewood
Arbor Heights
North Admiral
Fairmount Park
Olympic Hills
Genesee
Greenwood
Mid-Beacon Hill
South Beacon Hill
Holly Park
South Delridge
Rainier View
Bitter Lake
Maple Leaf
Columbia City
Highland Park
North Delridge
Riverview
Portage Bay
Victory Heights
Broadway
Meadowbrook
Cedar Park
Haller Lake
Pinehurst
North College Park
Marble Hill
Chinatown
Washington Heights
Inwood
Hamilton Heights
Manhattanville
Central Harlem
East Harlem
Upper East Side
Yorkville
Lenox Hill
Roosevelt Island
Upper West Side
Lincoln Square
Clinton
Midtown
Murray Hill
Chelsea
Greenwich Village
East Village
Lower East Side
Tribeca
Little Italy
Soho
West Village
Manhattan Valley
Morningside Heights
Gramercy
Battery Park City
Financial District
Carnegie Hill
Noho
Civic Center
Midtown South
Turtle Bay
Tudor City
Stuyvesant Town
Flatiron
Hudson Yards
Sutton Place
In [38]:
# Check the size of the resulting dataframe
print(neighborhood_venues.shape)
neighborhood_venues.head()
(11201, 7)
Out[38]:
Neighborhood Neighborhood Latitude Neighborhood Longitude Venue Venue Latitude Venue Longitude Venue Category
0 Tacotown 33.745 -84.3655 Petit Chou 33.746803 -84.365824 Breakfast Spot
1 Tacotown 33.745 -84.3655 Garden*Hood Atlanta 33.745124 -84.368321 Flower Shop
2 Tacotown 33.745 -84.3655 Brother Moto 33.746976 -84.365384 Motorcycle Shop
3 Tacotown 33.745 -84.3655 Agave 33.747968 -84.368020 Mexican Restaurant
4 Tacotown 33.745 -84.3655 Mix'D Up Truck Stop 33.745977 -84.368182 Burger Joint
In [39]:
# Check how many venues were return for each neighborhood
neighborhood_venues.groupby('Neighborhood').count()
Out[39]:
Neighborhood Latitude Neighborhood Longitude Venue Venue Latitude Venue Longitude Venue Category
Neighborhood
Acres Home 4 4 4 4 4 4
Adair Park 3 3 3 3 3 3
Adams 86 86 86 86 86 86
Addicks/Park Ten 1 1 1 1 1 1
Afton Oaks/River Oaks Area 39 39 39 39 39 39
Alki 8 8 8 8 8 8
Amal Heights 1 1 1 1 1 1
Ansley Park 11 11 11 11 11 11
Armatage 6 6 6 6 6 6
Armour 11 11 11 11 11 11
Ashview Heights 1 1 1 1 1 1
Astrodome Area 9 9 9 9 9 9
Athmar Park 5 5 5 5 5 5
Atkins Park 37 37 37 37 37 37
Atlanta University Center 7 7 7 7 7 7
Atlantic 9 9 9 9 9 9
Atlantic Station 67 67 67 67 67 67
Audubon Park 15 15 15 15 15 15
Auraria 35 35 35 35 35 35
Baker 10 10 10 10 10 10
Bancroft 6 6 6 6 6 6
Bankhead 1 1 1 1 1 1
Barnum 6 6 6 6 6 6
Barnum West 3 3 3 3 3 3
Battery Park City 100 100 100 100 100 100
Bayview 3 3 3 3 3 3
Bear Valley 4 4 4 4 4 4
Belcaro 4 4 4 4 4 4
Belltown 100 100 100 100 100 100
Beltrami 6 6 6 6 6 6
Benteen Park 6 6 6 6 6 6
Berkeley 46 46 46 46 46 46
Berkeley Park 18 18 18 18 18 18
Bernal Heights 39 39 39 39 39 39
Betmar La Villa 3 3 3 3 3 3
Biltmore Acres 4 4 4 4 4 4
Bitter Lake 22 22 22 22 22 22
Bottineau 30 30 30 30 30 30
Boulevard Heights 5 5 5 5 5 5
Braeburn 4 4 4 4 4 4
Braeswood Place 1 1 1 1 1 1
Brays Oaks 11 11 11 11 11 11
Briarcliff 3 3 3 3 3 3
Briarforest Area 17 17 17 17 17 17
Brighton 13 13 13 13 13 13
Broadview 3 3 3 3 3 3
Broadway 55 55 55 55 55 55
Bryant 15 15 15 15 15 15
Bryn-Mawr 8 8 8 8 8 8
Bush Mountain 2 2 2 2 2 2
CARAG 21 21 21 21 21 21
CBD 100 100 100 100 100 100
Cabbagetown 20 20 20 20 20 20
Camden Industrial 8 8 8 8 8 8
Candler Park 17 17 17 17 17 17
Capitol Gateway 10 10 10 10 10 10
Capitol Hill 23 23 23 23 23 23
Capitol View 5 5 5 5 5 5
Capitol View Manor 3 3 3 3 3 3
Carnegie Hill 100 100 100 100 100 100
Carverdale 2 2 2 2 2 2
Castro/Upper Market 100 100 100 100 100 100
Cedar Park 6 6 6 6 6 6
Cedar-Isles 26 26 26 26 26 26
Cedar-Riverside 25 25 25 25 25 25
Center Hill 2 2 2 2 2 2
Central 65 65 65 65 65 65
Central Business District 100 100 100 100 100 100
Central Harlem 46 46 46 46 46 46
Central Northwest 4 4 4 4 4 4
Central Southwest 2 2 2 2 2 2
Chaffee Park 8 8 8 8 8 8
Cheesman Park 6 6 6 6 6 6
Chelsea 100 100 100 100 100 100
Cherry Creek 97 97 97 97 97 97
Chinatown 200 200 200 200 200 200
Chosewood Park 5 5 5 5 5 5
City Park 13 13 13 13 13 13
City Park West 34 34 34 34 34 34
Civic Center 142 142 142 142 142 142
Clayton 6 6 6 6 6 6
Cleveland 3 3 3 3 3 3
Clinton 100 100 100 100 100 100
Clinton Park Tri-Community 1 1 1 1 1 1
Cole 1 1 1 1 1 1
College Heights 2 2 2 2 2 2
College View/South Platte 2 2 2 2 2 2
Collier Heights 2 2 2 2 2 2
Colonial Hills 4 4 4 4 4 4
Columbia City 34 34 34 34 34 34
Columbia Park 4 4 4 4 4 4
Como 4 4 4 4 4 4
Congress Park 6 6 6 6 6 6
Conley Hills 6 6 6 6 6 6
Cooper 17 17 17 17 17 17
Corcoran 6 6 6 6 6 6
Cory - Merrill 3 3 3 3 3 3
Country Club 5 5 5 5 5 5
Crocker Amazon 9 9 9 9 9 9
Crown Hill 9 9 9 9 9 9
Custer-Mcdonough 6 6 6 6 6 6
Decatur Heights 2 2 2 2 2 2
Diamond Heights 15 15 15 15 15 15
Diamond Lake 5 5 5 5 5 5
Dixie Hills 1 1 1 1 1 1
Downtown 200 200 200 200 200 200
Downtown East 38 38 38 38 38 38
Downtown West 100 100 100 100 100 100
Downtown/Civic Center 100 100 100 100 100 100
Druid Hills 24 24 24 24 24 24
Dunlap 14 14 14 14 14 14
ECCO 11 11 11 11 11 11
East Atlanta 4 4 4 4 4 4
East Colfax 20 20 20 20 20 20
East Harlem 45 45 45 45 45 45
East Harriet 6 6 6 6 6 6
East Houston 5 5 5 5 5 5
East Isles 26 26 26 26 26 26
East Lake 2 2 2 2 2 2
East Little York/Homestead 3 3 3 3 3 3
East Queen Anne 3 3 3 3 3 3
East Village 100 100 100 100 100 100
Eastex/Jensen Area 11 11 11 11 11 11
Eastlake 29 29 29 29 29 29
Edgebrook Area 3 3 3 3 3 3
Edgewood 4 4 4 4 4 4
Egan Park 25 25 25 25 25 25
Eldridge/West Oaks 1 1 1 1 1 1
Elliot Park 17 17 17 17 17 17
Elyria Swansea 11 11 11 11 11 11
English Avenue 7 7 7 7 7 7
Ericsson 6 6 6 6 6 6
Excelsior 5 5 5 5 5 5
Fairbanks/Northwest Crossing 14 14 14 14 14 14
Fairmount Park 11 11 11 11 11 11
Fauntleroy 8 8 8 8 8 8
Field 16 16 16 16 16 16
Financial District 200 200 200 200 200 200
First Hill 40 40 40 40 40 40
Five Points 64 64 64 64 64 64
Flatiron 100 100 100 100 100 100
Folwell 6 6 6 6 6 6
Fort Bend/Houston 1 1 1 1 1 1
Fort Logan 1 1 1 1 1 1
Fourth Ward 6 6 6 6 6 6
Fremont 52 52 52 52 52 52
Frog Hollow 9 9 9 9 9 9
Fulton 9 9 9 9 9 9
Future Westside Park 4 4 4 4 4 4
Gateway/Green Valley Ranch 28 28 28 28 28 28
Gatewood 4 4 4 4 4 4
Genesee 49 49 49 49 49 49
Georgetown 10 10 10 10 10 10
Georgia Tech 16 16 16 16 16 16
Glen Park 29 29 29 29 29 29
Glennwood Estates 6 6 6 6 6 6
Glenwood Park 26 26 26 26 26 26
Globeville 9 9 9 9 9 9
Golden Gate Park 8 8 8 8 8 8
Goldsmith 9 9 9 9 9 9
Golfcrest/Bellfort/Reveille 2 2 2 2 2 2
Gramercy 100 100 100 100 100 100
Grant Park 34 34 34 34 34 34
Great Lakes 1 1 1 1 1 1
Greater Eastwood 18 18 18 18 18 18
Greater Fifth Ward 2 2 2 2 2 2
Greater Greenspoint 1 1 1 1 1 1
Greater Heights 10 10 10 10 10 10
Greater Hobby Area 11 11 11 11 11 11
Greater Inwood 4 4 4 4 4 4
Greater Third Ward 9 9 9 9 9 9
Greater Uptown 11 11 11 11 11 11
Green Lake 8 8 8 8 8 8
Greenway/Upper Kirby Area 18 18 18 18 18 18
Greenwich Village 100 100 100 100 100 100
Greenwood 52 52 52 52 52 52
Grove Park 10 10 10 10 10 10
Gulfgate Riverview/Pine Valley 4 4 4 4 4 4
Gulfton 3 3 3 3 3 3
Haight Ashbury 96 96 96 96 96 96
Hale 8 8 8 8 8 8
Haller Lake 2 2 2 2 2 2
Hamilton Heights 60 60 60 60 60 60
Hammond Park 3 3 3 3 3 3
Hampden 2 2 2 2 2 2
Hampden South 18 18 18 18 18 18
Harris Chiles 9 9 9 9 9 9
Harrisburg/Manchester 2 2 2 2 2 2
Harrison 7 7 7 7 7 7
Harrison/Denny-Blaine 4 4 4 4 4 4
Harvel Homes Community 4 4 4 4 4 4
Harvey Park 5 5 5 5 5 5
Harvey Park South 1 1 1 1 1 1
Hawthorne 4 4 4 4 4 4
Hiawatha 4 4 4 4 4 4
Hidden Valley 3 3 3 3 3 3
High Point 8 8 8 8 8 8
Highland 43 43 43 43 43 43
Highland Park 6 6 6 6 6 6
Hilltop 3 3 3 3 3 3
Historic Westside Village 11 11 11 11 11 11
Holland 8 8 8 8 8 8
Holly Park 21 21 21 21 21 21
Home Park 17 17 17 17 17 17
Howe 5 5 5 5 5 5
Hudson Yards 60 60 60 60 60 60
Humboldt Industrial 3 3 3 3 3 3
Hunter Hills 2 2 2 2 2 2
Iah/Airport Area 8 8 8 8 8 8
Independence Heights 5 5 5 5 5 5
Indian Creek 2 2 2 2 2 2
Industrial District 15 15 15 15 15 15
Inman Park 38 38 38 38 38 38
Inner Richmond 69 69 69 69 69 69
Inner Sunset 43 43 43 43 43 43
Interbay 17 17 17 17 17 17
International District 64 64 64 64 64 64
Inwood 57 57 57 57 57 57
Jefferson Park 22 22 22 22 22 22
Jordan 4 4 4 4 4 4
Joyland 2 2 2 2 2 2
Just Us 2 2 2 2 2 2
Kashmere Gardens 6 6 6 6 6 6
Keewaydin 5 5 5 5 5 5
Kennedy 6 6 6 6 6 6
Kenny 4 4 4 4 4 4
Kenwood 8 8 8 8 8 8
King Field 9 9 9 9 9 9
Kingwood Area 2 2 2 2 2 2
Kirkwood 19 19 19 19 19 19
Knight Park/Howell Station 4 4 4 4 4 4
Lake Claire 6 6 6 6 6 6
Lake Houston 1 1 1 1 1 1
Lakeshore 6 6 6 6 6 6
Lakewood Heights 8 8 8 8 8 8
Langwood 4 4 4 4 4 4
Laurelhurst 5 5 5 5 5 5
Lavista Park 1 1 1 1 1 1
Lawndale/Wayside 2 2 2 2 2 2
Lawton Park 4 4 4 4 4 4
Lazy Brook/Timbergrove 8 8 8 8 8 8
Lenox Hill 100 100 100 100 100 100
Lenox Place 7 7 7 7 7 7
Leschi 5 5 5 5 5 5
Lincoln Park 5 5 5 5 5 5
Lincoln Square 100 100 100 100 100 100
Lind-Bohanon 5 5 5 5 5 5
Linden Hills 19 19 19 19 19 19
Lindridge - Martin Manor 31 31 31 31 31 31
Little Five Points 45 45 45 45 45 45
Little Italy 100 100 100 100 100 100
Logan Park 26 26 26 26 26 26
Longfellow 21 21 21 21 21 21
Loring Heights 10 10 10 10 10 10
Loring Park 43 43 43 43 43 43
Lower East Side 60 60 60 60 60 60
Lower Queen Anne 67 67 67 67 67 67
Lowry Field 6 6 6 6 6 6
Lowry Hill 9 9 9 9 9 9
Lowry Hill East 52 52 52 52 52 52
Loyal Heights 6 6 6 6 6 6
Lyndale 9 9 9 9 9 9
Lynnhurst 5 5 5 5 5 5
Macgregor 3 3 3 3 3 3
Madison Park 11 11 11 11 11 11
Madrona 20 20 20 20 20 20
Magnolia Park 4 4 4 4 4 4
Mak Historic District 4 4 4 4 4 4
Manhattan Valley 63 63 63 63 63 63
Manhattanville 41 41 41 41 41 41
Mann 27 27 27 27 27 27
Maple Leaf 11 11 11 11 11 11
Mar Lee 5 5 5 5 5 5
Marble Hill 24 24 24 24 24 24
Marcy-Holmes 11 11 11 11 11 11
Marina 90 90 90 90 90 90
Marshall Terrace 6 6 6 6 6 6
Marston 1 1 1 1 1 1
Matthews Beach 1 1 1 1 1 1
McKinley 4 4 4 4 4 4
Meadow Lark Estates 1 1 1 1 1 1
Meadowbrook 9 9 9 9 9 9
Meadowbrook/Allendale 1 1 1 1 1 1
Mechanicsville 10 10 10 10 10 10
Medical Center Area 29 29 29 29 29 29
Memorial 5 5 5 5 5 5
Merry Hills 1 1 1 1 1 1
Meyerland Area 64 64 64 64 64 64
Mid West 16 16 16 16 16 16
Mid-Beacon Hill 2 2 2 2 2 2
Mid-City Industrial 7 7 7 7 7 7
Midtown 225 225 225 225 225 225
Midtown South 100 100 100 100 100 100
Minnehaha 4 4 4 4 4 4
Minor 10 10 10 10 10 10
Mission 94 94 94 94 94 94
Montbello 3 3 3 3 3 3
Montclair 5 5 5 5 5 5
Montlake 17 17 17 17 17 17
Morningside Heights 43 43 43 43 43 43
Morningside/Lenox Park 4 4 4 4 4 4
Morris Park 2 2 2 2 2 2
Mount Baker 4 4 4 4 4 4
Mozley Park 6 6 6 6 6 6
Murray Hill 100 100 100 100 100 100
Museum Park 23 23 23 23 23 23
Near North 4 4 4 4 4 4
Neartown - Montrose 35 35 35 35 35 35
Nicollet Island 26 26 26 26 26 26
Nob Hill 83 83 83 83 83 83
Noe Valley 75 75 75 75 75 75
Noho 100 100 100 100 100 100
North Admiral 27 27 27 27 27 27
North Beach 85 85 85 85 85 85
North Beach/Blue Ridge 1 1 1 1 1 1
North Beacon Hill 24 24 24 24 24 24
North Capitol Hill 41 41 41 41 41 41
North College Park 3 3 3 3 3 3
North Delridge 5 5 5 5 5 5
North Druid Hills 3 3 3 3 3 3
North Loop 33 33 33 33 33 33
North Ormewood Park 19 19 19 19 19 19
North Park Hill 2 2 2 2 2 2
North Queen Anne 5 5 5 5 5 5
Northeast Park 24 24 24 24 24 24
Northeast Park Hill 7 7 7 7 7 7
Northrup 4 4 4 4 4 4
Northside Village 10 10 10 10 10 10
Northside/Northline 3 3 3 3 3 3
Oakhurst 16 16 16 16 16 16
Oakland 22 22 22 22 22 22
Oakland Cemetery 33 33 33 33 33 33
Oakland City 7 7 7 7 7 7
Ocean View 16 16 16 16 16 16
Old Fourth Ward 4 4 4 4 4 4
Olympic Hills 3 3 3 3 3 3
Ormewood Park 12 12 12 12 12 12
Ost/South Union 12 12 12 12 12 12
Outer Mission 27 27 27 27 27 27
Outer Richmond 53 53 53 53 53 53
Outer Sunset 14 14 14 14 14 14
Overland 11 11 11 11 11 11
Pacific Heights 35 35 35 35 35 35
Page 9 9 9 9 9 9
Park Place 3 3 3 3 3 3
Parkside 14 14 14 14 14 14
Pecan Park 3 3 3 3 3 3
Penelope Neighbors 6 6 6 6 6 6
Peoplestown 3 3 3 3 3 3
Perkerson 4 4 4 4 4 4
Phillips 4 4 4 4 4 4
Phinney Ridge 35 35 35 35 35 35
Piedmont Heights 15 15 15 15 15 15
Piedmont Park 35 35 35 35 35 35
Pike-Market 100 100 100 100 100 100
Pinehurst 10 10 10 10 10 10
Pioneer Square 61 61 61 61 61 61
Pittsburgh 4 4 4 4 4 4
Platt Park 29 29 29 29 29 29
Pleasantville Area 2 2 2 2 2 2
Poncey-Highland 50 50 50 50 50 50
Portage Bay 9 9 9 9 9 9
Potrero Hill 40 40 40 40 40 40
Powderhorn Park 6 6 6 6 6 6
Presidio 7 7 7 7 7 7
Presidio Heights 35 35 35 35 35 35
Prospect Park 16 16 16 16 16 16
Rainier Beach 3 3 3 3 3 3
Rainier View 1 1 1 1 1 1
Ravenna 12 12 12 12 12 12
Regina 5 5 5 5 5 5
Regis 6 6 6 6 6 6
Reynoldstown 11 11 11 11 11 11
Riverview 2 2 2 2 2 2
Roosevelt 9 9 9 9 9 9
Roosevelt Island 24 24 24 24 24 24
Rosedale 3 3 3 3 3 3
Roxhill 4 4 4 4 4 4
Russian Hill 73 73 73 73 73 73
Sand Point 17 17 17 17 17 17
Sea Cliff 10 10 10 10 10 10
Seaview 4 4 4 4 4 4
Second Ward 8 8 8 8 8 8
Semmes Park 4 4 4 4 4 4
Settegast 2 2 2 2 2 2
Seward 15 15 15 15 15 15
Seward Park 3 3 3 3 3 3
Sharpstown 13 13 13 13 13 13
Sheridan 25 25 25 25 25 25
Sherwood Forest 2 2 2 2 2 2
Shingle Creek 4 4 4 4 4 4
Skyland 2 2 2 2 2 2
Sloan Lake 6 6 6 6 6 6
Soho 100 100 100 100 100 100
South Acres/Crestmont Park 3 3 3 3 3 3
South Atlanta 3 3 3 3 3 3
South Belt/Ellington 2 2 2 2 2 2
South Delridge 4 4 4 4 4 4
South Lake Union 74 74 74 74 74 74
South Main 1 1 1 1 1 1
South Park 13 13 13 13 13 13
South Park Hill 1 1 1 1 1 1
South of Market 72 72 72 72 72 72
Southeast Magnolia 14 14 14 14 14 14
Southmoor Park 4 4 4 4 4 4
Speer 13 13 13 13 13 13
Spring Branch Central 4 4 4 4 4 4
Spring Branch East 4 4 4 4 4 4
Spring Branch North 9 9 9 9 9 9
Spring Branch West 4 4 4 4 4 4
St. Anthony East 12 12 12 12 12 12
St. Anthony West 8 8 8 8 8 8
Standish 2 2 2 2 2 2
Stapleton 2 2 2 2 2 2
Stevens 11 11 11 11 11 11
Stevens Square 27 27 27 27 27 27
Stuyvesant Town 19 19 19 19 19 19
Summerhill 14 14 14 14 14 14
Sumner-Glenwood 6 6 6 6 6 6
Sun Valley 9 9 9 9 9 9
Sunnyside 24 24 24 24 24 24
Sunset Hill 11 11 11 11 11 11
Sutton Place 100 100 100 100 100 100
Swallow Circle/Baywood 1 1 1 1 1 1
Sweet Auburn 60 60 60 60 60 60
Sycamore Ridge 15 15 15 15 15 15
Sylvan Hills 4 4 4 4 4 4
Tacotown 32 32 32 32 32 32
Tangletown 13 13 13 13 13 13
The Bluff 9 9 9 9 9 9
Thomasville Heights 3 3 3 3 3 3
Treasure Island/YBI 9 9 9 9 9 9
Tribeca 100 100 100 100 100 100
Tudor City 82 82 82 82 82 82
Turtle Bay 100 100 100 100 100 100
Twin Peaks 10 10 10 10 10 10
Underwood Hills 9 9 9 9 9 9
Union Station 100 100 100 100 100 100
University 48 48 48 48 48 48
University District 62 62 62 62 62 62
University Hills 1 1 1 1 1 1
University Park 3 3 3 3 3 3
University Place 6 6 6 6 6 6
Upper East Side 100 100 100 100 100 100
Upper West Side 100 100 100 100 100 100
Valverde 7 7 7 7 7 7
Venetian Hills 3 3 3 3 3 3
Ventura Village 20 20 20 20 20 20
Victoria Estates 2 2 2 2 2 2
Victory 6 6 6 6 6 6
Victory Heights 9 9 9 9 9 9
View Ridge 3 3 3 3 3 3
Villa Park 4 4 4 4 4 4
Vine City 5 5 5 5 5 5
Virginia Village 4 4 4 4 4 4
Virginia-Highland 35 35 35 35 35 35
Visitacion Valley 4 4 4 4 4 4
Waite Park 7 7 7 7 7 7
Wallingford 60 60 60 60 60 60
Washington Avenue Coalition/Memorial Park 4 4 4 4 4 4
Washington Heights 86 86 86 86 86 86
Washington Park 22 22 22 22 22 22
Washington Park West 5 5 5 5 5 5
Washington Virginia Vale 23 23 23 23 23 23
Webber-Camden 2 2 2 2 2 2
Wedgwood 14 14 14 14 14 14
Wenonah 4 4 4 4 4 4
West Calhoun 13 13 13 13 13 13
West Colfax 16 16 16 16 16 16
West End 18 18 18 18 18 18
West Highland 24 24 24 24 24 24
West Midtown 37 37 37 37 37 37
West Queen Anne 15 15 15 15 15 15
West Village 100 100 100 100 100 100
West Woodland 22 22 22 22 22 22
West of Twin Peaks 5 5 5 5 5 5
Westbranch 3 3 3 3 3 3
Westbury 5 5 5 5 5 5
Westchase 3 3 3 3 3 3
Westchester Hills/Chelsea Heights 2 2 2 2 2 2
Western Addition 70 70 70 70 70 70
Westlake 15 15 15 15 15 15
Westview 7 7 7 7 7 7
Westwood 17 17 17 17 17 17
Whittier 48 48 48 48 48 48
Whittier Heights 15 15 15 15 15 15
Willard-Hay 5 5 5 5 5 5
Willow Meadows/Willowbend Area 2 2 2 2 2 2
Willowbrook 44 44 44 44 44 44
Windermere 3 3 3 3 3 3
Windom 13 13 13 13 13 13
Windom Park 11 11 11 11 11 11
Windsor 4 4 4 4 4 4
Winnona Park 1 1 1 1 1 1
Woodland Hills (North) 4 4 4 4 4 4
Woodland Hills (South) 19 19 19 19 19 19
Yesler Terrace 26 26 26 26 26 26
Yorkville 100 100 100 100 100 100
In [40]:
# Find out how many unique categories of venues we have
print('There are {} uniques categories.'.format(len(neighborhood_venues['Venue Category'].unique())))
There are 477 uniques categories.

4. Analize each neighborhood

In [41]:
# One hot encoding
neighborhood_onehot = pd.get_dummies(neighborhood_venues[['Venue Category']], prefix="", prefix_sep="")

# Add neighborhood column back to dataframe
neighborhood_onehot['Neighborhood'] = neighborhood_venues['Neighborhood'] 

# Move neighborhood column to the first column
fixed_columns = [neighborhood_onehot.columns[-1]] + list(neighborhood_onehot.columns[:-1])
neighborhood_onehot = neighborhood_onehot[fixed_columns]

neighborhood_onehot
In [42]:
# Check the size of the dataframe
neighborhood_onehot.shape
In [45]:
# Group rows by neighborhood and take the mean of the frequency of occurrence of each category
neighborhood_grouped = neighborhood_onehot.groupby('Neighborhood').mean().reset_index()
neighborhood_grouped
Out[45]:
Neighborhood Zoo Exhibit ATM Acai House Accessories Store Adult Boutique Afghan Restaurant African Restaurant Airport Airport Lounge Airport Terminal Alternative Healer American Restaurant Amphitheater Animal Shelter Antique Shop Aquarium Arcade Arepa Restaurant Argentinian Restaurant Art Gallery Art Museum Arts & Crafts Store Arts & Entertainment Asian Restaurant Athletics & Sports Auditorium Australian Restaurant Austrian Restaurant Auto Garage Auto Workshop Automotive Shop BBQ Joint Baby Store Bagel Shop Bakery Bank Bar Baseball Field Baseball Stadium Basketball Court Basketball Stadium Beach Bed & Breakfast Beer Bar Beer Garden Beer Store Belgian Restaurant Big Box Store Bike Rental / Bike Share Bike Shop Bike Trail Bistro Board Shop Boat or Ferry Bookstore Border Crossing Botanical Garden Boutique Bowling Alley Boxing Gym Brazilian Restaurant Breakfast Spot Brewery Bridal Shop Bridge Bubble Tea Shop Building Burger Joint Burmese Restaurant Burrito Place Bus Line Bus Station Bus Stop Business Service Butcher Cafeteria Café Cajun / Creole Restaurant Cambodian Restaurant Camera Store Campground Candy Store Cantonese Restaurant Caribbean Restaurant Caucasian Restaurant Cave Cemetery Cheese Shop Chinese Restaurant Chiropractor Chocolate Shop Church Churrascaria Circus Climbing Gym Clothing Store Club House Cocktail Bar Coffee Shop College Academic Building College Arts Building College Bookstore College Cafeteria College Football Field College Rec Center College Residence Hall College Theater Comedy Club Comfort Food Restaurant Comic Shop Community Center Community College Concert Hall Construction & Landscaping Convenience Store Convention Center Cosmetics Shop Coworking Space Creperie Cuban Restaurant Cultural Center Cupcake Shop Cycle Studio Czech Restaurant Dance Studio Daycare Deli / Bodega Department Store Design Studio Dessert Shop Dim Sum Restaurant Diner Disc Golf Discount Store Distillery Dive Bar Doctor's Office Dog Run Donut Shop Drugstore Dry Cleaner Dumpling Restaurant Duty-free Shop Eastern European Restaurant Electronics Store Elementary School English Restaurant Ethiopian Restaurant Event Space Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field Filipino Restaurant Fish & Chips Shop Fish Market Fishing Spot Flea Market Flower Shop Fondue Restaurant Food Food & Drink Shop Food Court Food Service Food Stand Food Truck Football Stadium Fountain French Restaurant Fried Chicken Joint Frozen Yogurt Shop Fruit & Vegetable Store Furniture / Home Store Gaming Cafe Garden Garden Center Gas Station Gastropub Gay Bar General College & University General Entertainment German Restaurant Gift Shop Gluten-free Restaurant Golf Course Gourmet Shop Government Building Greek Restaurant Grocery Store Gun Shop Gym Gym / Fitness Center Gym Pool Gymnastics Gym Harbor / Marina Hardware Store Hawaiian Restaurant Health & Beauty Service Health Food Store Heliport Herbs & Spices Store High School Hill Himalayan Restaurant Historic Site History Museum Hobby Shop Hockey Arena Home Service Hookah Bar Hospital Hostel Hot Dog Joint Hot Spring Hotel Hotel Bar Hotpot Restaurant Hunan Restaurant IT Services Ice Cream Shop Indian Restaurant Indie Movie Theater Indie Theater Indonesian Restaurant Indoor Play Area Insurance Office Intersection Irish Pub Island Israeli Restaurant Italian Restaurant Japanese Curry Restaurant Japanese Restaurant Jazz Club Jewelry Store Jewish Restaurant Jiangsu Restaurant Juice Bar Karaoke Bar Kebab Restaurant Kids Store Kitchen Supply Store Knitting Store Korean Restaurant Kosher Restaurant Lake Latin American Restaurant Laundromat Laundry Service Lawyer Leather Goods Store Lebanese Restaurant Library Light Rail Station Lingerie Store Liquor Store Locksmith Lounge Mac & Cheese Joint Malay Restaurant Marijuana Dispensary Market Martial Arts Dojo Massage Studio Mattress Store Medical Center Mediterranean Restaurant Memorial Site Men's Store Metro Station Mexican Restaurant Middle Eastern Restaurant Mini Golf Miscellaneous Shop Mobile Phone Shop Modern European Restaurant Molecular Gastronomy Restaurant Mongolian Restaurant Monument / Landmark Moroccan Restaurant Motel Motorcycle Shop Mountain Movie Theater Moving Target Museum Music School Music Store Music Venue Nabe Restaurant Nail Salon New American Restaurant Newsstand Night Market Nightclub Non-Profit Noodle House North Indian Restaurant Office Opera House Optical Shop Organic Grocery Other Great Outdoors Other Nightlife Other Repair Shop Outdoor Sculpture Outdoor Supply Store Outdoors & Recreation Paella Restaurant Pakistani Restaurant Paper / Office Supplies Store Park Parking Pawn Shop Pedestrian Plaza Peking Duck Restaurant Performing Arts Venue Perfume Shop Persian Restaurant Peruvian Restaurant Pet Café Pet Service Pet Store Pharmacy Photography Lab Photography Studio Piano Bar Pie Shop Pier Piercing Parlor Pilates Studio Pizza Place Planetarium Playground Plaza Poke Place Pool Pool Hall Portuguese Restaurant Post Office Print Shop Pub Public Art Radio Station Ramen Restaurant Record Shop Recording Studio Recreation Center Rental Car Location Rental Service Reservoir Residential Building (Apartment / Condo) Resort Rest Area Restaurant River Road Rock Climbing Spot Rock Club Roof Deck Rugby Pitch Russian Restaurant Sake Bar Salad Place Salon / Barbershop Salvadoran Restaurant Sandwich Place Scandinavian Restaurant Scenic Lookout School Science Museum Sculpture Garden Seafood Restaurant Shanghai Restaurant Shipping Store Shoe Store Shop & Service Shopping Mall Shopping Plaza Skate Park Skating Rink Ski Area Smoke Shop Smoothie Shop Snack Place Soba Restaurant Soccer Field Soccer Stadium Social Club Soup Place South American Restaurant South Indian Restaurant Southern / Soul Food Restaurant Souvenir Shop Spa Spanish Restaurant Speakeasy Spiritual Center Sporting Goods Shop Sports Bar Sports Club Stables Stadium Stationery Store Steakhouse Storage Facility Street Art Street Food Gathering Strip Club Student Center Supermarket Supplement Shop Surf Spot Sushi Restaurant Swiss Restaurant Szechuan Restaurant Taco Place Tailor Shop Taiwanese Restaurant Tanning Salon Tapas Restaurant Tattoo Parlor Tea Room Tech Startup Temple Tennis Court Tennis Stadium Tex-Mex Restaurant Thai Restaurant Theater Theme Park Theme Park Ride / Attraction Theme Restaurant Thrift / Vintage Store Tiki Bar Tour Provider Tourist Information Center Toy / Game Store Track Trade School Trail Train Train Station Transportation Service Travel & Transport Tree Tunnel Turkish Restaurant Tuscan Restaurant Udon Restaurant Used Bookstore Vacation Rental Vegetarian / Vegan Restaurant Venezuelan Restaurant Veterinarian Video Game Store Video Store Vietnamese Restaurant Volleyball Court Warehouse Store Watch Shop Waterfront Weight Loss Center Whisky Bar Wine Bar Wine Shop Winery Wings Joint Women's Store Yoga Studio Zoo
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3 Addicks/Park Ten 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 1.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
4 Afton Oaks/River Oaks Area 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.051282 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.025641 0.000000 0.000000 0.000000 0.00 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.076923 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.051282 0.000000 0.000000 0.000000 0.00 0.025641 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.128205 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.00 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.025641 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.025641 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.025641 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.025641 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.025641 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.025641 0.00 0.000000 0.000000 0.000000 0.000000 0.025641 0.000000 0.000000 0.000000 0.000000 0.00 0.025641 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.025641 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.128205 0.000000 0.000000
5 Alki 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.375000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.125000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.250000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.125000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.125000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
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8 Armatage 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.166667 0.000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.166667 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.166667 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.166667 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.166667 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.166667 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
9 Armour 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.090909 0.000000 0.090909 0.0 0.000000 0.090909 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.181818 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.090909 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.090909 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.090909 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.090909 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.090909 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.090909 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
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63 Cedar-Isles 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.038462 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.038462 0.000000 0.00000 0.000000 0.000000 0.000000 0.038462 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.038462 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.038462 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.038462 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.038462 0.038462 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.038462 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.076923 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000
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495 Woodland Hills (South) 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.052632 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.052632 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.052632 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.105263 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.157895 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.052632 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.052632 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
496 Yesler Terrace 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.153846 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.076923 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.076923 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.038462 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.038462 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.038462 0.00 0.000000 0.000000 0.000000 0.307692 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
497 Yorkville 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.010000 0.010000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.020000 0.020000 0.010000 0.060000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.00 0.000000 0.000000 0.000000 0.00000 0.010000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.010000 0.000000 0.00 0.000000 0.00 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.00000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.060000 0.00 0.000000 0.00 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.000000 0.01 0.030000 0.000000 0.000000 0.020000 0.000000 0.020000 0.000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.00 0.010000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.00 0.000000 0.010000 0.000000 0.000000 0.010000 0.000000 0.060000 0.010000 0.00 0.010000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.00 0.000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.020000 0.010000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.070000 0.00000 0.030000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.010000 0.000000 0.010000 0.000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.010000 0.000000 0.000000 0.000000 0.030000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.010000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.020000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.010000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.040000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.000000 0.020000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000 0.000000 0.000000 0.010000 0.000000 0.020000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.00 0.00 0.000000 0.00 0.000000 0.00 0.020000 0.000000 0.000000 0.000000 0.000000 0.010000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.030000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.020000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.0000 0.000000 0.00 0.000000 0.000000 0.000000 0.000000 0.000000 0.0 0.000000 0.00 0.000000 0.000000 0.010000 0.020000 0.000000 0.000000 0.00 0.000000 0.000000 0.000000 0.010000 0.020000 0.000000 0.000000 0.000000 0.000000 0.000000
In [46]:
# Confirm the new size
neighborhood_grouped.shape
Out[46]:
(498, 477)
In [47]:
# Print each neighborhood along with the top 5 most common venues
num_top_venues = 5

for hood in neighborhood_grouped['Neighborhood']:
    print("----"+hood+"----")
    temp = neighborhood_grouped[neighborhood_grouped['Neighborhood'] == hood].T.reset_index()
    temp.columns = ['venue','freq']
    temp = temp.iloc[1:]
    temp['freq'] = temp['freq'].astype(float)
    temp = temp.round({'freq': 2})
    print(temp.sort_values('freq', ascending=False).reset_index(drop=True).head(num_top_venues))
    print('\n')
----Acres Home----
          venue  freq
0   Bus Station  0.25
1  Home Service  0.25
2  Burger Joint  0.25
3  Intersection  0.25
4   Zoo Exhibit  0.00


----Adair Park----
                 venue  freq
0                 Park   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Adams----
                venue  freq
0         Coffee Shop  0.06
1      Ice Cream Shop  0.05
2        Burger Joint  0.05
3        Cocktail Bar  0.05
4  Mexican Restaurant  0.05


----Addicks/Park Ten----
                   venue  freq
0  Outdoors & Recreation   1.0
1      Paella Restaurant   0.0
2               Pet Café   0.0
3    Peruvian Restaurant   0.0
4     Persian Restaurant   0.0


----Afton Oaks/River Oaks Area----
                    venue  freq
0           Women's Store  0.13
1  Furniture / Home Store  0.13
2          Clothing Store  0.08
3                    Bank  0.05
4          Cosmetics Shop  0.05


----Alki----
                venue  freq
0               Beach  0.38
1                Park  0.25
2            Pharmacy  0.12
3  Italian Restaurant  0.12
4      Scenic Lookout  0.12


----Amal Heights----
                 venue  freq
0                Trail   1.0
1            Newsstand   0.0
2             Pet Café   0.0
3  Peruvian Restaurant   0.0
4   Persian Restaurant   0.0


----Ansley Park----
             venue  freq
0            Trail  0.18
1          Gay Bar  0.18
2           Garden  0.09
3  Thai Restaurant  0.09
4      Men's Store  0.09


----Armatage----
                    venue  freq
0                   Trail  0.17
1  Furniture / Home Store  0.17
2                    Park  0.17
3              Skate Park  0.17
4             Pizza Place  0.17


----Armour----
                           venue  freq
0                        Brewery  0.18
1           Gym / Fitness Center  0.09
2                    Coffee Shop  0.09
3  Paper / Office Supplies Store  0.09
4             Light Rail Station  0.09


----Ashview Heights----
                 venue  freq
0                Trail   1.0
1            Newsstand   0.0
2             Pet Café   0.0
3  Peruvian Restaurant   0.0
4   Persian Restaurant   0.0


----Astrodome Area----
           venue  freq
0          Trail  0.11
1    Auto Garage  0.11
2            Gym  0.11
3    Pizza Place  0.11
4  Moving Target  0.11


----Athmar Park----
                        venue  freq
0  Construction & Landscaping   0.2
1                Home Service   0.2
2                 Art Gallery   0.2
3             Vacation Rental   0.2
4                        Park   0.2


----Atkins Park----
             venue  freq
0              Bar  0.11
1      Event Space  0.05
2      Yoga Studio  0.05
3  Thai Restaurant  0.05
4         Tiki Bar  0.03


----Atlanta University Center----
            venue  freq
0            Café  0.14
1     Pizza Place  0.14
2      Art Museum  0.14
3            Park  0.14
4  Sandwich Place  0.14


----Atlantic----
                                      venue  freq
0  Residential Building (Apartment / Condo)  0.11
1                                    Tunnel  0.11
2                                      Café  0.11
3                                      Food  0.11
4                                      Park  0.11


----Atlantic Station----
                 venue  freq
0       Clothing Store  0.09
1  American Restaurant  0.06
2          Pizza Place  0.04
3             Boutique  0.03
4       Lingerie Store  0.03


----Audubon Park----
                    venue  freq
0                Pharmacy  0.13
1       Convenience Store  0.13
2     American Restaurant  0.07
3                  Bakery  0.07
4  Thrift / Vintage Store  0.07


----Auraria----
                  venue  freq
0    Light Rail Station  0.09
1            Sports Bar  0.06
2            Food Truck  0.06
3  Fast Food Restaurant  0.06
4     Convenience Store  0.06


----Baker----
                         venue  freq
0               Breakfast Spot   0.1
1         Marijuana Dispensary   0.1
2  Eastern European Restaurant   0.1
3                  Pizza Place   0.1
4                  Coffee Shop   0.1


----Bancroft----
                  venue  freq
0         Garden Center  0.17
1        Discount Store  0.17
2  Fast Food Restaurant  0.17
3  Caribbean Restaurant  0.17
4         Grocery Store  0.17


----Bankhead----
                 venue  freq
0             Gun Shop   1.0
1          Zoo Exhibit   0.0
2         Night Market   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Barnum----
                        venue  freq
0                        Food  0.17
1                      Market  0.17
2                      Lawyer  0.17
3  Construction & Landscaping  0.17
4           Convenience Store  0.17


----Barnum West----
                           venue  freq
0                   Home Service  0.33
1           Fast Food Restaurant  0.33
2                          Hotel  0.33
3                    Zoo Exhibit  0.00
4  Paper / Office Supplies Store  0.00


----Battery Park City----
                venue  freq
0         Coffee Shop  0.08
1                Park  0.07
2               Hotel  0.05
3           Wine Shop  0.03
4  Italian Restaurant  0.03


----Bayview----
                  venue  freq
0               Brewery  0.33
1         Deli / Bodega  0.33
2                   Gym  0.33
3  Pakistani Restaurant  0.00
4              Pet Café  0.00


----Bear Valley----
         venue  freq
0         Park  0.75
1   Playground  0.25
2  Zoo Exhibit  0.00
3    Pet Store  0.00
4     Pet Café  0.00


----Belcaro----
                  venue  freq
0                Lawyer  0.25
1  Marijuana Dispensary  0.25
2         Shopping Mall  0.25
3                  Park  0.25
4           Zoo Exhibit  0.00


----Belltown----
                venue  freq
0                 Bar  0.06
1  Italian Restaurant  0.05
2         Coffee Shop  0.05
3              Bakery  0.04
4        Cocktail Bar  0.04


----Beltrami----
                venue  freq
0             Brewery  0.17
1    Asian Restaurant  0.17
2                Café  0.17
3  Chinese Restaurant  0.17
4             Gay Bar  0.17


----Benteen Park----
                venue  freq
0                Park  0.17
1          Smoke Shop  0.17
2      Ice Cream Shop  0.17
3  Mexican Restaurant  0.17
4          Shoe Store  0.17


----Berkeley----
                 venue  freq
0          Coffee Shop  0.09
1       Breakfast Spot  0.07
2  American Restaurant  0.07
3               Bakery  0.04
4   Italian Restaurant  0.04


----Berkeley Park----
                  venue  freq
0                   Gym  0.11
1  Gym / Fitness Center  0.11
2           Bridal Shop  0.06
3     Convenience Store  0.06
4      Department Store  0.06


----Bernal Heights----
                venue  freq
0                Park  0.08
1         Coffee Shop  0.08
2        Gourmet Shop  0.05
3              Bakery  0.05
4  Italian Restaurant  0.05


----Betmar La Villa----
                   venue  freq
0            Music Venue  0.67
1              Rock Club  0.33
2            Zoo Exhibit  0.00
3  Outdoors & Recreation  0.00
4    Peruvian Restaurant  0.00


----Biltmore Acres----
                     venue  freq
0                     Pool  0.25
1                Speakeasy  0.25
2         Basketball Court  0.25
3                   Garden  0.25
4  North Indian Restaurant  0.00


----Bitter Lake----
                   venue  freq
0   Marijuana Dispensary  0.14
1        Thai Restaurant  0.09
2            Gas Station  0.05
3  Vietnamese Restaurant  0.05
4             Steakhouse  0.05


----Bottineau----
                  venue  freq
0                  Park  0.10
1     Convenience Store  0.07
2          Liquor Store  0.07
3  Gym / Fitness Center  0.07
4           Music Store  0.03


----Boulevard Heights----
                 venue  freq
0                Trail   0.2
1         Concert Hall   0.2
2          Flower Shop   0.2
3  Arts & Crafts Store   0.2
4       Scenic Lookout   0.2


----Braeburn----
                  venue  freq
0        Clothing Store  0.25
1    Mexican Restaurant  0.25
2  Caribbean Restaurant  0.25
3   Sporting Goods Shop  0.25
4           Zoo Exhibit  0.00


----Braeswood Place----
                 venue  freq
0                Trail   1.0
1            Newsstand   0.0
2             Pet Café   0.0
3  Peruvian Restaurant   0.0
4   Persian Restaurant   0.0


----Brays Oaks----
                  venue  freq
0        Discount Store  0.27
1           Gas Station  0.09
2        Sandwich Place  0.09
3  Fast Food Restaurant  0.09
4        Clothing Store  0.09


----Briarcliff----
               venue  freq
0           Bus Stop  0.67
1               Park  0.33
2        Zoo Exhibit  0.00
3  Paella Restaurant  0.00
4           Pet Café  0.00


----Briarforest Area----
                  venue  freq
0         Grocery Store  0.12
1                  Pool  0.06
2      Asian Restaurant  0.06
3  Gym / Fitness Center  0.06
4     Martial Arts Dojo  0.06


----Brighton----
                   venue  freq
0     Mexican Restaurant  0.31
1         Breakfast Spot  0.08
2  Vietnamese Restaurant  0.08
3   Fast Food Restaurant  0.08
4            Coffee Shop  0.08


----Broadview----
                           venue  freq
0                   Concert Hall  0.33
1                    Art Gallery  0.33
2                          Trail  0.33
3                    Zoo Exhibit  0.00
4  Paper / Office Supplies Store  0.00


----Broadway----
                 venue  freq
0         Cocktail Bar  0.09
1          Coffee Shop  0.09
2  American Restaurant  0.05
3    Indian Restaurant  0.04
4          Men's Store  0.04


----Bryant----
           venue  freq
0  Grocery Store  0.13
1    Coffee Shop  0.13
2  Moving Target  0.07
3    Bus Station  0.07
4   Fishing Spot  0.07


----Bryn-Mawr----
                    venue  freq
0  Furniture / Home Store  0.25
1            Antique Shop  0.12
2          Massage Studio  0.12
3             Coffee Shop  0.12
4             Pizza Place  0.12


----Bush Mountain----
                 venue  freq
0                 Park   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----CARAG----
            venue  freq
0     Coffee Shop  0.14
1     Yoga Studio  0.10
2            Park  0.10
3  Cosmetics Shop  0.05
4     Pizza Place  0.05


----CBD----
                 venue  freq
0                Hotel  0.16
1  American Restaurant  0.07
2           Steakhouse  0.04
3       Sandwich Place  0.04
4              Theater  0.04


----Cabbagetown----
                venue  freq
0                Park  0.15
1        Burger Joint  0.10
2      Breakfast Spot  0.10
3  Mexican Restaurant  0.10
4        Cupcake Shop  0.05


----Camden Industrial----
                  venue  freq
0                  Park  0.25
1                  Café  0.12
2    Chinese Restaurant  0.12
3        Sandwich Place  0.12
4  Fast Food Restaurant  0.12


----Candler Park----
                venue  freq
0                Park  0.18
1                 Gym  0.06
2         Golf Course  0.06
3    Basketball Court  0.06
4  Photography Studio  0.06


----Capitol Gateway----
                 venue  freq
0  Rental Car Location   0.2
1  American Restaurant   0.2
2         Intersection   0.1
3           Food Court   0.1
4        Women's Store   0.1


----Capitol Hill----
               venue  freq
0        Pizza Place  0.13
1                Pub  0.09
2  Convenience Store  0.09
3          Jazz Club  0.04
4    Bed & Breakfast  0.04


----Capitol View----
            venue  freq
0            Park   0.4
1    Home Service   0.2
2       Disc Golf   0.2
3  Scenic Lookout   0.2
4     Zoo Exhibit   0.0


----Capitol View Manor----
                  venue  freq
0   Fried Chicken Joint  0.33
1          Concert Hall  0.33
2                 Trail  0.33
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Carnegie Hill----
            venue  freq
0     Pizza Place  0.06
1     Coffee Shop  0.05
2  Cosmetics Shop  0.05
3            Café  0.04
4     Yoga Studio  0.03


----Carverdale----
                        venue  freq
0              Breakfast Spot   0.5
1  Construction & Landscaping   0.5
2           Paella Restaurant   0.0
3                    Pet Café   0.0
4         Peruvian Restaurant   0.0


----Castro/Upper Market----
                     venue  freq
0                  Gay Bar  0.11
1              Coffee Shop  0.05
2  New American Restaurant  0.04
3                Pet Store  0.03
4          Thai Restaurant  0.03


----Cedar Park----
                   venue  freq
0            Supermarket  0.17
1  Vietnamese Restaurant  0.17
2                   Park  0.17
3                Dog Run  0.17
4                Brewery  0.17


----Cedar-Isles----
                venue  freq
0                 Spa  0.08
1      Sandwich Place  0.04
2  Chinese Restaurant  0.04
3  Falafel Restaurant  0.04
4                Park  0.04


----Cedar-Riverside----
                    venue  freq
0          Sandwich Place  0.12
1                     Bar  0.08
2                     Gym  0.04
3        Greek Restaurant  0.04
4  College Residence Hall  0.04


----Center Hill----
                 venue  freq
0        Historic Site   0.5
1        Grocery Store   0.5
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Central----
              venue  freq
0               Bar  0.11
1       Coffee Shop  0.11
2    Sandwich Place  0.09
3        Food Truck  0.08
4  Asian Restaurant  0.06


----Central Business District----
                     venue  freq
0              Coffee Shop  0.11
1                    Hotel  0.06
2  New American Restaurant  0.05
3                     Café  0.04
4       Italian Restaurant  0.04


----Central Harlem----
                  venue  freq
0    African Restaurant  0.07
1        Cosmetics Shop  0.07
2     French Restaurant  0.04
3    Seafood Restaurant  0.04
4  Gym / Fitness Center  0.04


----Central Northwest----
                   venue  freq
0           Burger Joint  0.50
1         Discount Store  0.25
2      Convenience Store  0.25
3  Performing Arts Venue  0.00
4                   Park  0.00


----Central Southwest----
                   venue  freq
0                   Food   0.5
1          Grocery Store   0.5
2  Outdoors & Recreation   0.0
3    Peruvian Restaurant   0.0
4     Persian Restaurant   0.0


----Chaffee Park----
                    venue  freq
0           Grocery Store  0.25
1       Convenience Store  0.12
2          Cosmetics Shop  0.12
3             Pizza Place  0.12
4  Thrift / Vintage Store  0.12


----Cheesman Park----
            venue  freq
0          Garden  0.33
1            Park  0.17
2           Track  0.17
3             Bar  0.17
4  Ice Cream Shop  0.17


----Chelsea----
                venue  freq
0         Coffee Shop  0.07
1  Italian Restaurant  0.06
2      Ice Cream Shop  0.05
3           Nightclub  0.04
4              Bakery  0.04


----Cherry Creek----
                    venue  freq
0          Clothing Store  0.10
1          Cosmetics Shop  0.06
2  Furniture / Home Store  0.05
3             Coffee Shop  0.03
4        Asian Restaurant  0.03


----Chinatown----
                venue  freq
0  Chinese Restaurant  0.09
1         Coffee Shop  0.04
2  Dim Sum Restaurant  0.04
3     Bubble Tea Shop  0.04
4              Bakery  0.04


----Chosewood Park----
                venue  freq
0      History Museum   0.2
1      Baseball Field   0.2
2  Mexican Restaurant   0.2
3                Park   0.2
4      Ice Cream Shop   0.2


----City Park----
                  venue  freq
0           Zoo Exhibit  0.15
1                  Park  0.15
2           Music Venue  0.08
3        Massage Studio  0.08
4  Marijuana Dispensary  0.08


----City Park West----
                 venue  freq
0  American Restaurant  0.12
1              Brewery  0.09
2             Pharmacy  0.06
3          Coffee Shop  0.06
4      Thai Restaurant  0.06


----Civic Center----
                  venue  freq
0        Sandwich Place  0.05
1  Gym / Fitness Center  0.05
2    Italian Restaurant  0.04
3                   Spa  0.04
4           Coffee Shop  0.04


----Clayton----
                venue  freq
0                Park  0.33
1              Market  0.17
2  Mexican Restaurant  0.17
3      Discount Store  0.17
4                Food  0.17


----Cleveland----
                  venue  freq
0          Home Service  0.33
1           Music Venue  0.33
2          Concert Hall  0.33
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Clinton----
                  venue  freq
0               Theater  0.13
1    Italian Restaurant  0.04
2           Coffee Shop  0.04
3  Gym / Fitness Center  0.04
4   American Restaurant  0.04


----Clinton Park Tri-Community----
                        venue  freq
0  Tourist Information Center   1.0
1                 Zoo Exhibit   0.0
2                   Newsstand   0.0
3         Peruvian Restaurant   0.0
4          Persian Restaurant   0.0


----Cole----
                 venue  freq
0     Ramen Restaurant   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----College Heights----
               venue  freq
0     Adult Boutique   0.5
1               Park   0.5
2        Zoo Exhibit   0.0
3  Paella Restaurant   0.0
4           Pet Café   0.0


----College View/South Platte----
                  venue  freq
0     Electronics Store   0.5
1  Gym / Fitness Center   0.5
2           Zoo Exhibit   0.0
3           Pet Service   0.0
4   Peruvian Restaurant   0.0


----Collier Heights----
                  venue  freq
0        Shop & Service   0.5
1        Scenic Lookout   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Colonial Hills----
               venue  freq
0          Jazz Club  0.25
1     Sandwich Place  0.25
2       Liquor Store  0.25
3     Massage Studio  0.25
4  Recreation Center  0.00


----Columbia City----
                   venue  freq
0                    Bar  0.06
1            Coffee Shop  0.06
2         Ice Cream Shop  0.06
3            Pizza Place  0.06
4  Vietnamese Restaurant  0.06


----Columbia Park----
                    venue  freq
0  Furniture / Home Store  0.25
1              Skate Park  0.25
2         Motorcycle Shop  0.25
3                     Gym  0.25
4       Paella Restaurant  0.00


----Como----
                 venue  freq
0             Dive Bar  0.25
1        Grocery Store  0.25
2           Restaurant  0.25
3                  Bar  0.25
4  Peruvian Restaurant  0.00


----Congress Park----
              venue  freq
0      Tennis Court  0.17
1       Yoga Studio  0.17
2          Pharmacy  0.17
3         Gift Shop  0.17
4  Tapas Restaurant  0.17


----Conley Hills----
            venue  freq
0  Farmers Market  0.17
1             Bar  0.17
2      Public Art  0.17
3      Food Truck  0.17
4      Sports Bar  0.17


----Cooper----
                  venue  freq
0           Coffee Shop  0.18
1           Gas Station  0.06
2            Print Shop  0.06
3  Fast Food Restaurant  0.06
4    Mexican Restaurant  0.06


----Corcoran----
                  venue  freq
0                 Train  0.17
1  Outdoor Supply Store  0.17
2            Hobby Shop  0.17
3               Theater  0.17
4           Music Store  0.17


----Cory - Merrill----
                  venue  freq
0              Pharmacy  0.33
1            Playground  0.33
2  Gym / Fitness Center  0.33
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Country Club----
                 venue  freq
0          Coffee Shop   0.2
1          Golf Course   0.2
2           Print Shop   0.2
3          Fish Market   0.2
4  American Restaurant   0.2


----Crocker Amazon----
              venue  freq
0        Restaurant  0.11
1       Bus Station  0.11
2          Pharmacy  0.11
3  Basketball Court  0.11
4      Liquor Store  0.11


----Crown Hill----
                venue  freq
0           Pet Store  0.22
1  Mexican Restaurant  0.11
2      Sandwich Place  0.11
3        Burger Joint  0.11
4         Pizza Place  0.11


----Custer-Mcdonough----
                  venue  freq
0              Pharmacy  0.17
1         Grocery Store  0.17
2  Fast Food Restaurant  0.17
3            Hot Spring  0.17
4           Video Store  0.17


----Decatur Heights----
                 venue  freq
0                 Pool   0.5
1          Art Gallery   0.5
2          Zoo Exhibit   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Diamond Heights----
                venue  freq
0               Trail  0.20
1         Coffee Shop  0.07
2  Salon / Barbershop  0.07
3            Pharmacy  0.07
4          Playground  0.07


----Diamond Lake----
                     venue  freq
0    Outdoors & Recreation   0.2
1  New American Restaurant   0.2
2            Grocery Store   0.2
3                     Tree   0.2
4                 Bus Stop   0.2


----Dixie Hills----
                 venue  freq
0                 Park   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Downtown----
                 venue  freq
0                Hotel  0.09
1       Sandwich Place  0.07
2         Burger Joint  0.04
3  American Restaurant  0.04
4         Cocktail Bar  0.04


----Downtown East----
                 venue  freq
0              Theater  0.11
1                  Bar  0.08
2  American Restaurant  0.05
3              Brewery  0.05
4       Sandwich Place  0.03


----Downtown West----
            venue  freq
0     Coffee Shop  0.10
1           Hotel  0.07
2  Sandwich Place  0.07
3     Salad Place  0.04
4     Pizza Place  0.04


----Downtown/Civic Center----
                   venue  freq
0  Vietnamese Restaurant  0.08
1            Coffee Shop  0.06
2        Thai Restaurant  0.06
3                Theater  0.04
4               Beer Bar  0.03


----Druid Hills----
                venue  freq
0              Bakery  0.08
1  Italian Restaurant  0.08
2         Pizza Place  0.08
3               Plaza  0.08
4      Sandwich Place  0.08


----Dunlap----
                  venue  freq
0          Tennis Court  0.07
1    Mexican Restaurant  0.07
2  Fast Food Restaurant  0.07
3              Pharmacy  0.07
4         Grocery Store  0.07


----ECCO----
            venue  freq
0       Juice Bar  0.09
1      Comic Shop  0.09
2           Beach  0.09
3  Massage Studio  0.09
4     Coffee Shop  0.09


----East Atlanta----
              venue  freq
0     Grocery Store  0.25
1          Cemetery  0.25
2    Cosmetics Shop  0.25
3             Diner  0.25
4  Pedestrian Plaza  0.00


----East Colfax----
                  venue  freq
0  Fast Food Restaurant  0.10
1    Mexican Restaurant  0.10
2     Convenience Store  0.05
3        Clothing Store  0.05
4           Coffee Shop  0.05


----East Harlem----
                       venue  freq
0         Mexican Restaurant  0.11
1                     Bakery  0.09
2  Latin American Restaurant  0.07
3              Deli / Bodega  0.07
4            Thai Restaurant  0.04


----East Harriet----
                     venue  freq
0                   Garden  0.33
1  Health & Beauty Service  0.17
2                     Park  0.17
3               Playground  0.17
4                  Dog Run  0.17


----East Houston----
               venue  freq
0          BBQ Joint   0.2
1  Food & Drink Shop   0.2
2     Discount Store   0.2
3       Liquor Store   0.2
4           Wine Bar   0.2


----East Isles----
                venue  freq
0         Pizza Place  0.12
1         Coffee Shop  0.08
2            Boutique  0.08
3  Mexican Restaurant  0.08
4        Skating Rink  0.04


----East Lake----
               venue  freq
0  Recreation Center   0.5
1               Park   0.5
2        Zoo Exhibit   0.0
3  Paella Restaurant   0.0
4           Pet Café   0.0


----East Little York/Homestead----
                  venue  freq
0        Discount Store  0.67
1                Lounge  0.33
2           Zoo Exhibit  0.00
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----East Queen Anne----
         venue  freq
0   Playground  0.67
1         Park  0.33
2  Zoo Exhibit  0.00
3    Pet Store  0.00
4     Pet Café  0.00


----East Village----
                venue  freq
0      Ice Cream Shop  0.06
1                 Bar  0.06
2            Wine Bar  0.05
3        Cocktail Bar  0.04
4  Mexican Restaurant  0.04


----Eastex/Jensen Area----
                  venue  freq
0  Fast Food Restaurant  0.27
1        Sandwich Place  0.09
2           Gas Station  0.09
3           Pizza Place  0.09
4   Fried Chicken Joint  0.09


----Eastlake----
                venue  freq
0      Sandwich Place  0.14
1         Coffee Shop  0.10
2  Italian Restaurant  0.10
3         Pizza Place  0.10
4  Mexican Restaurant  0.07


----Edgebrook Area----
                           venue  freq
0                       Pharmacy  0.33
1                      Locksmith  0.33
2                  Grocery Store  0.33
3        North Indian Restaurant  0.00
4  Paper / Office Supplies Store  0.00


----Edgewood----
                  venue  freq
0         Grocery Store  0.25
1           Coffee Shop  0.25
2         Big Box Store  0.25
3             Pet Store  0.25
4  Pakistani Restaurant  0.00


----Egan Park----
                  venue  freq
0                 Hotel  0.44
1           Gas Station  0.04
2   American Restaurant  0.04
3         Smoothie Shop  0.04
4  Fast Food Restaurant  0.04


----Eldridge/West Oaks----
                 venue  freq
0          Gas Station   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Elliot Park----
              venue  freq
0       Coffee Shop  0.29
1          Pharmacy  0.06
2  Football Stadium  0.06
3         BBQ Joint  0.06
4          Hospital  0.06


----Elyria Swansea----
                        venue  freq
0                        Food  0.18
1                        Farm  0.18
2  Construction & Landscaping  0.09
3            Basketball Court  0.09
4        Marijuana Dispensary  0.09


----English Avenue----
                             venue  freq
0                      Gas Station  0.14
1                         Gun Shop  0.14
2           Furniture / Home Store  0.14
3                    Deli / Bodega  0.14
4  Southern / Soul Food Restaurant  0.14


----Ericsson----
          venue  freq
0  Tennis Court  0.33
1       Stables  0.17
2    Playground  0.17
3  Soccer Field  0.17
4          Lake  0.17


----Excelsior----
            venue  freq
0            Park   0.4
1  Scenic Lookout   0.2
2   Moving Target   0.2
3            Lake   0.2
4     Zoo Exhibit   0.0


----Fairbanks/Northwest Crossing----
                venue  freq
0   Convenience Store  0.14
1  Mexican Restaurant  0.07
2   Mobile Phone Shop  0.07
3    Asian Restaurant  0.07
4               Hotel  0.07


----Fairmount Park----
             venue  freq
0              Bar  0.09
1   Knitting Store  0.09
2      Pizza Place  0.09
3  Thai Restaurant  0.09
4      Coffee Shop  0.09


----Fauntleroy----
                 venue  freq
0                 Park  0.25
1               Market  0.12
2          Pizza Place  0.12
3  American Restaurant  0.12
4        Boat or Ferry  0.12


----Field----
                     venue  freq
0              Pizza Place  0.12
1     Gym / Fitness Center  0.12
2      American Restaurant  0.12
3  Comfort Food Restaurant  0.06
4            Moving Target  0.06


----Financial District----
         venue  freq
0  Coffee Shop  0.10
1         Café  0.04
2        Hotel  0.04
3   Food Truck  0.04
4          Gym  0.04


----First Hill----
              venue  freq
0             Hotel  0.10
1    Sandwich Place  0.08
2       Coffee Shop  0.08
3  Asian Restaurant  0.05
4      Burger Joint  0.05


----Five Points----
         venue  freq
0      Brewery  0.12
1          Bar  0.09
2  Coffee Shop  0.06
3       Bakery  0.05
4    Rock Club  0.05


----Flatiron----
                  venue  freq
0    Italian Restaurant  0.05
1  Gym / Fitness Center  0.04
2   American Restaurant  0.04
3           Yoga Studio  0.04
4                   Gym  0.04


----Folwell----
          venue  freq
0  Dessert Shop  0.33
1       Brewery  0.17
2  Intersection  0.17
3      Bus Stop  0.17
4   Bus Station  0.17


----Fort Bend/Houston----
                        venue  freq
0  Construction & Landscaping   1.0
1                 Zoo Exhibit   0.0
2        Pakistani Restaurant   0.0
3                 Pet Service   0.0
4                    Pet Café   0.0


----Fort Logan----
                 venue  freq
0            BBQ Joint   1.0
1         Night Market   0.0
2          Pet Service   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Fourth Ward----
                   venue  freq
0                  Hotel  0.17
1  Portuguese Restaurant  0.17
2                Gay Bar  0.17
3     Seafood Restaurant  0.17
4                   Park  0.17


----Fremont----
         venue  freq
0  Coffee Shop  0.08
1          Bar  0.08
2          Pub  0.06
3  Pizza Place  0.04
4         Park  0.04


----Frog Hollow----
                             venue  freq
0                      Wings Joint  0.22
1                   Breakfast Spot  0.11
2    Vegetarian / Vegan Restaurant  0.11
3                      Pizza Place  0.11
4  Southern / Soul Food Restaurant  0.11


----Fulton----
            venue  freq
0       Pet Store  0.11
1  Shipping Store  0.11
2             Gym  0.11
3    Antique Shop  0.11
4     Pizza Place  0.11


----Future Westside Park----
                    venue  freq
0  Furniture / Home Store  0.25
1    Other Great Outdoors  0.25
2              Campground  0.25
3        Business Service  0.25
4             Zoo Exhibit  0.00


----Gateway/Green Valley Ranch----
                  venue  freq
0   Fried Chicken Joint  0.11
1            Restaurant  0.07
2        Sandwich Place  0.07
3           Pizza Place  0.07
4  Fast Food Restaurant  0.07


----Gatewood----
            venue  freq
0  Massage Studio  0.25
1     Coffee Shop  0.25
2             Gym  0.25
3       Pet Store  0.25
4     Zoo Exhibit  0.00


----Genesee----
                 venue  freq
0          Pizza Place  0.08
1   Mexican Restaurant  0.08
2               Bakery  0.04
3  Arts & Crafts Store  0.04
4          Coffee Shop  0.04


----Georgetown----
               venue  freq
0        Gas Station   0.1
1  Outdoor Sculpture   0.1
2               Food   0.1
3     Sandwich Place   0.1
4               Café   0.1


----Georgia Tech----
                  venue  freq
0  Fast Food Restaurant  0.12
1           Coffee Shop  0.12
2    Athletics & Sports  0.06
3           Music Venue  0.06
4            Restaurant  0.06


----Glen Park----
            venue  freq
0           Trail  0.10
1     Coffee Shop  0.10
2             Gym  0.03
3  Breakfast Spot  0.03
4     Cheese Shop  0.03


----Glennwood Estates----
          venue  freq
0  Tennis Court  0.17
1       Dog Run  0.17
2      Cemetery  0.17
3  Soccer Field  0.17
4          Park  0.17


----Glenwood Park----
                     venue  freq
0                    Trail  0.31
1                 Beer Bar  0.08
2               Restaurant  0.08
3              Coffee Shop  0.08
4  New American Restaurant  0.04


----Globeville----
            venue  freq
0    Intersection  0.22
1             Bar  0.22
2          Circus  0.11
3  Clothing Store  0.11
4        Dive Bar  0.11


----Golden Gate Park----
          venue  freq
0          Park  0.50
1  Intersection  0.12
2     Disc Golf  0.12
3      Bus Stop  0.12
4    Playground  0.12


----Goldsmith----
                      venue  freq
0  Mediterranean Restaurant  0.11
1            Discount Store  0.11
2        Mexican Restaurant  0.11
3      Fast Food Restaurant  0.11
4               Coffee Shop  0.11


----Golfcrest/Bellfort/Reveille----
                 venue  freq
0           Donut Shop   0.5
1        Grocery Store   0.5
2          Zoo Exhibit   0.0
3    Paella Restaurant   0.0
4  Peruvian Restaurant   0.0


----Gramercy----
                venue  freq
0  Italian Restaurant  0.05
1           Wine Shop  0.04
2          Bagel Shop  0.04
3        Cocktail Bar  0.04
4         Coffee Shop  0.04


----Grant Park----
            venue  freq
0     Zoo Exhibit  0.32
1  Cosmetics Shop  0.06
2      Playground  0.06
3            Park  0.06
4  Ice Cream Shop  0.03


----Great Lakes----
                 venue  freq
0        Train Station   1.0
1          Pet Service   0.0
2             Pet Café   0.0
3  Peruvian Restaurant   0.0
4   Persian Restaurant   0.0


----Greater Eastwood----
                  venue  freq
0    Mexican Restaurant  0.22
1           Art Gallery  0.11
2                  Café  0.06
3  Fast Food Restaurant  0.06
4       Thai Restaurant  0.06


----Greater Fifth Ward----
                  venue  freq
0  Arts & Entertainment   0.5
1            Food Truck   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Greater Greenspoint----
                 venue  freq
0                 Pool   1.0
1          Zoo Exhibit   0.0
2            Pet Store   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Greater Heights----
                   venue  freq
0                  Trail   0.1
1  Performing Arts Venue   0.1
2            Pizza Place   0.1
3                   Park   0.1
4     Salon / Barbershop   0.1


----Greater Hobby Area----
                   venue  freq
0             Restaurant  0.09
1    American Restaurant  0.09
2     Mexican Restaurant  0.09
3     Tex-Mex Restaurant  0.09
4  Vietnamese Restaurant  0.09


----Greater Inwood----
                  venue  freq
0          Burger Joint  0.50
1                 Trail  0.25
2                  Park  0.25
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----Greater Third Ward----
                   venue  freq
0            Pizza Place  0.22
1     Light Rail Station  0.11
2           Burger Joint  0.11
3   Fast Food Restaurant  0.11
4  Vietnamese Restaurant  0.11


----Greater Uptown----
                 venue  freq
0             Pharmacy  0.09
1   Chinese Restaurant  0.09
2         Liquor Store  0.09
3        Grocery Store  0.09
4  American Restaurant  0.09


----Green Lake----
                     venue  freq
0                     Park  0.25
1                    Trail  0.12
2  New American Restaurant  0.12
3               Playground  0.12
4          Bed & Breakfast  0.12


----Greenway/Upper Kirby Area----
              venue  freq
0       Coffee Shop  0.17
1        Food Truck  0.11
2         Nightclub  0.06
3  Video Game Store  0.06
4  Sushi Restaurant  0.06


----Greenwich Village----
                venue  freq
0  Italian Restaurant  0.10
1   French Restaurant  0.04
2    Sushi Restaurant  0.04
3      Clothing Store  0.04
4            Boutique  0.03


----Greenwood----
                venue  freq
0         Coffee Shop  0.10
1           Bookstore  0.08
2                 Bar  0.06
3                 Spa  0.06
4  Mexican Restaurant  0.04


----Grove Park----
                  venue  freq
0                  Park   0.2
1           Gas Station   0.1
2    Light Rail Station   0.1
3  Fast Food Restaurant   0.1
4    Athletics & Sports   0.1


----Gulfgate Riverview/Pine Valley----
                  venue  freq
0        Sandwich Place  0.25
1    Mexican Restaurant  0.25
2           Pizza Place  0.25
3    Seafood Restaurant  0.25
4  Pakistani Restaurant  0.00


----Gulfton----
                  venue  freq
0          Soccer Field  0.33
1    Mexican Restaurant  0.33
2            Food Truck  0.33
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Haight Ashbury----
                    venue  freq
0                Boutique  0.06
1             Coffee Shop  0.05
2  Thrift / Vintage Store  0.05
3             Pizza Place  0.04
4          Clothing Store  0.04


----Hale----
                    venue  freq
0          Breakfast Spot  0.12
1             Music Venue  0.12
2                    Park  0.12
3            Liquor Store  0.12
4  Thrift / Vintage Store  0.12


----Haller Lake----
                  venue  freq
0           Coffee Shop   0.5
1                  Lake   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4           Pet Service   0.0


----Hamilton Heights----
                venue  freq
0  Mexican Restaurant  0.08
1       Deli / Bodega  0.07
2                Café  0.07
3         Coffee Shop  0.07
4         Pizza Place  0.05


----Hammond Park----
                 venue  freq
0             Pharmacy  0.67
1         Home Service  0.33
2            Pet Store  0.00
3             Pet Café  0.00
4  Peruvian Restaurant  0.00


----Hampden----
                  venue  freq
0          Home Service   0.5
1           Pizza Place   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Hampden South----
                  venue  freq
0  Fast Food Restaurant  0.06
1   American Restaurant  0.06
2     Electronics Store  0.06
3          Liquor Store  0.06
4       Thai Restaurant  0.06


----Harris Chiles----
                 venue  freq
0          Gas Station  0.11
1       Cosmetics Shop  0.11
2                 Park  0.11
3         Concert Hall  0.11
4  American Restaurant  0.11


----Harrisburg/Manchester----
          venue  freq
0  Home Service   0.5
1          Park   0.5
2   Zoo Exhibit   0.0
3     Pet Store   0.0
4      Pet Café   0.0


----Harrison----
                           venue  freq
0            American Restaurant  0.29
1                           Park  0.14
2  Vegetarian / Vegan Restaurant  0.14
3                  Grocery Store  0.14
4                 Clothing Store  0.14


----Harrison/Denny-Blaine----
                     venue  freq
0                Surf Spot  0.25
1                      Spa  0.25
2                    Beach  0.25
3                     Café  0.25
4  North Indian Restaurant  0.00


----Harvel Homes Community----
              venue  freq
0         Nightclub  0.25
1       Gas Station  0.25
2       Bus Station  0.25
3         Bookstore  0.25
4  Pedestrian Plaza  0.00


----Harvey Park----
                        venue  freq
0               Historic Site   0.2
1          Mexican Restaurant   0.2
2  Construction & Landscaping   0.2
3                        Lake   0.2
4                        Park   0.2


----Harvey Park South----
                        venue  freq
0  Construction & Landscaping   1.0
1                 Zoo Exhibit   0.0
2        Pakistani Restaurant   0.0
3                 Pet Service   0.0
4                    Pet Café   0.0


----Hawthorne----
                        venue  freq
0                 Video Store  0.25
1                Concert Hall  0.25
2                Antique Shop  0.25
3  Construction & Landscaping  0.25
4         Peruvian Restaurant  0.00


----Hiawatha----
         venue  freq
0  Bus Station  0.25
1  Pizza Place  0.25
2   Playground  0.25
3        Trail  0.25
4  Zoo Exhibit  0.00


----Hidden Valley----
                           venue  freq
0                 Cosmetics Shop  0.33
1                          Hotel  0.33
2                           Food  0.33
3                    Zoo Exhibit  0.00
4  Paper / Office Supplies Store  0.00


----High Point----
                   venue  freq
0             Playground  0.25
1                   Park  0.25
2     Chinese Restaurant  0.12
3                 Garden  0.12
4  Vietnamese Restaurant  0.12


----Highland----
                     venue  freq
0  New American Restaurant  0.07
1                      Bar  0.07
2      American Restaurant  0.07
3       Italian Restaurant  0.07
4             Cocktail Bar  0.05


----Highland Park----
            venue  freq
0       BBQ Joint  0.17
1         Dog Run  0.17
2      Playground  0.17
3   Grocery Store  0.17
4  Baseball Field  0.17


----Hilltop----
                venue  freq
0  Italian Restaurant  0.33
1       Deli / Bodega  0.33
2                Park  0.33
3         Zoo Exhibit  0.00
4   Paella Restaurant  0.00


----Historic Westside Village----
                             venue  freq
0                      Gas Station  0.09
1               Light Rail Station  0.09
2  Southern / Soul Food Restaurant  0.09
3                      Pizza Place  0.09
4                       Sports Bar  0.09


----Holland----
                  venue  freq
0                  Café  0.12
1                Museum  0.12
2           Karaoke Bar  0.12
3  Fast Food Restaurant  0.12
4              Dive Bar  0.12


----Holly Park----
                   venue  freq
0  Vietnamese Restaurant  0.24
1          Grocery Store  0.10
2        Thai Restaurant  0.10
3     Chinese Restaurant  0.10
4                   Bank  0.05


----Home Park----
                           venue  freq
0                 Sandwich Place  0.12
1  Paper / Office Supplies Store  0.12
2                    Pizza Place  0.12
3                    Comedy Club  0.06
4      Latin American Restaurant  0.06


----Howe----
                 venue  freq
0           Restaurant   0.2
1           Hobby Shop   0.2
2  Indie Movie Theater   0.2
3             Wine Bar   0.2
4          Coffee Shop   0.2


----Hudson Yards----
                venue  freq
0         Coffee Shop  0.07
1  Italian Restaurant  0.07
2                Café  0.05
3             Theater  0.05
4          Restaurant  0.05


----Humboldt Industrial----
                           venue  freq
0                  Train Station  0.33
1     Construction & Landscaping  0.33
2              Other Repair Shop  0.33
3                    Zoo Exhibit  0.00
4  Paper / Office Supplies Store  0.00


----Hunter Hills----
            venue  freq
0  Breakfast Spot   0.5
1            Food   0.5
2      Non-Profit   0.0
3    Noodle House   0.0
4        Pet Café   0.0


----Iah/Airport Area----
                  venue  freq
0   Rental Car Location  0.62
1    Mexican Restaurant  0.12
2  Fast Food Restaurant  0.12
3      Airport Terminal  0.12
4           Zoo Exhibit  0.00


----Independence Heights----
                 venue  freq
0  Fried Chicken Joint   0.4
1           Shoe Store   0.2
2            BBQ Joint   0.2
3       Discount Store   0.2
4          Zoo Exhibit   0.0


----Indian Creek----
                  venue  freq
0        Cosmetics Shop   0.5
1                  Park   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4           Pet Service   0.0


----Industrial District----
             venue  freq
0          Brewery  0.07
1  Warehouse Store  0.07
2       Food Truck  0.07
3     Food Service  0.07
4      Coffee Shop  0.07


----Inman Park----
                venue  freq
0       Deli / Bodega  0.05
1  Mexican Restaurant  0.05
2          Restaurant  0.05
3                 Gym  0.05
4               Trail  0.05


----Inner Richmond----
                 venue  freq
0    Korean Restaurant  0.07
1  Japanese Restaurant  0.07
2               Bakery  0.07
3     Sushi Restaurant  0.06
4      Thai Restaurant  0.04


----Inner Sunset----
                venue  freq
0      Ice Cream Shop  0.07
1  Chinese Restaurant  0.05
2      Breakfast Spot  0.05
3              Bakery  0.05
4         Coffee Shop  0.05


----Interbay----
           venue  freq
0       Bus Stop  0.18
1    Golf Course  0.12
2         Garden  0.06
3  Grocery Store  0.06
4      Pet Store  0.06


----International District----
                   venue  freq
0     Chinese Restaurant  0.19
1  Vietnamese Restaurant  0.12
2        Bubble Tea Shop  0.05
3    Japanese Restaurant  0.05
4                 Bakery  0.05


----Inwood----
                venue  freq
0              Lounge  0.07
1                Café  0.07
2  Mexican Restaurant  0.07
3         Pizza Place  0.05
4          Restaurant  0.04


----Jefferson Park----
                 venue  freq
0                 Park  0.14
1  American Restaurant  0.09
2   Mexican Restaurant  0.09
3   Salon / Barbershop  0.09
4          Comedy Club  0.05


----Jordan----
                        venue  freq
0                        Food  0.25
1  Construction & Landscaping  0.25
2                        Lake  0.25
3                        Park  0.25
4        Pakistani Restaurant  0.00


----Joyland----
                 venue  freq
0                Trail   0.5
1           Non-Profit   0.5
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Just Us----
                 venue  freq
0                Trail   1.0
1            Newsstand   0.0
2             Pet Café   0.0
3  Peruvian Restaurant   0.0
4   Persian Restaurant   0.0


----Kashmere Gardens----
                  venue  freq
0  Fast Food Restaurant  0.50
1        Cosmetics Shop  0.17
2           Fish Market  0.17
3              Bus Stop  0.17
4           Zoo Exhibit  0.00


----Keewaydin----
         venue  freq
0    Gift Shop   0.2
1  Yoga Studio   0.2
2         Park   0.2
3        Beach   0.2
4  Coffee Shop   0.2


----Kennedy----
                          venue  freq
0           American Restaurant  0.33
1                 Moving Target  0.17
2                     Pet Store  0.17
3  Theme Park Ride / Attraction  0.17
4                   Golf Course  0.17


----Kenny----
                        venue  freq
0                     Brewery  0.25
1  Construction & Landscaping  0.25
2                        Park  0.25
3                       Plaza  0.25
4                 Zoo Exhibit  0.00


----Kenwood----
                 venue  freq
0  American Restaurant  0.25
1               Bakery  0.12
2            Bookstore  0.12
3  Arts & Crafts Store  0.12
4                Trail  0.12


----King Field----
                 venue  freq
0                 Park  0.22
1  American Restaurant  0.22
2     Toy / Game Store  0.11
3            Bookstore  0.11
4          Yoga Studio  0.11


----Kingwood Area----
                 venue  freq
0           Playground   0.5
1                 Pool   0.5
2          Zoo Exhibit   0.0
3          Pet Service   0.0
4  Peruvian Restaurant   0.0


----Kirkwood----
                venue  freq
0           Pet Store  0.16
1                Park  0.16
2                 Spa  0.11
3          Sports Bar  0.05
4  Mexican Restaurant  0.05


----Knight Park/Howell Station----
                 venue  freq
0             Pharmacy  0.25
1         Liquor Store  0.25
2           Smoke Shop  0.25
3              Brewery  0.25
4  Rental Car Location  0.00


----Lake Claire----
         venue  freq
0       Arcade  0.17
1         Park  0.17
2        Trail  0.17
3  Art Gallery  0.17
4         Pool  0.17


----Lake Houston----
                   venue  freq
0                Stables   1.0
1            Zoo Exhibit   0.0
2  Outdoors & Recreation   0.0
3    Peruvian Restaurant   0.0
4     Persian Restaurant   0.0


----Lakeshore----
                 venue  freq
0          Pizza Place  0.17
1    College Cafeteria  0.17
2                 Park  0.17
3  American Restaurant  0.17
4          Golf Course  0.17


----Lakewood Heights----
              venue  freq
0       Gas Station  0.12
1  Football Stadium  0.12
2    Rental Service  0.12
3          Dive Bar  0.12
4      Home Service  0.12


----Langwood----
                           venue  freq
0               Business Service  0.50
1     Construction & Landscaping  0.25
2                     Taco Place  0.25
3         Peking Duck Restaurant  0.00
4  Paper / Office Supplies Store  0.00


----Laurelhurst----
                  venue  freq
0                  Park   0.4
1              Pharmacy   0.2
2             Juice Bar   0.2
3                  Café   0.2
4  Pakistani Restaurant   0.0


----Lavista Park----
                 venue  freq
0           Playground   1.0
1          Zoo Exhibit   0.0
2            Pet Store   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Lawndale/Wayside----
                 venue  freq
0          Flower Shop   0.5
1                 Park   0.5
2          Zoo Exhibit   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Lawton Park----
                  venue  freq
0                Garden  0.25
1             Bookstore  0.25
2           Coffee Shop  0.25
3         Grocery Store  0.25
4  Pakistani Restaurant  0.00


----Lazy Brook/Timbergrove----
                  venue  freq
0           Music Store  0.12
1     Convenience Store  0.12
2  Gym / Fitness Center  0.12
3           Video Store  0.12
4                  Park  0.12


----Lenox Hill----
                  venue  freq
0    Italian Restaurant  0.08
1      Sushi Restaurant  0.06
2           Coffee Shop  0.06
3  Gym / Fitness Center  0.04
4           Pizza Place  0.04


----Lenox Place----
               venue  freq
0                Pub  0.29
1                Gym  0.14
2              Trail  0.14
3         Playground  0.14
4  Martial Arts Dojo  0.14


----Leschi----
         venue  freq
0    Pet Store   0.2
1       Bakery   0.2
2  Pizza Place   0.2
3   Playground   0.2
4         Park   0.2


----Lincoln Park----
            venue  freq
0     Comedy Club   0.2
1      Steakhouse   0.2
2  Baseball Field   0.2
3            Café   0.2
4         Brewery   0.2


----Lincoln Square----
                  venue  freq
0               Theater  0.06
1  Gym / Fitness Center  0.06
2                 Plaza  0.05
3    Italian Restaurant  0.05
4          Concert Hall  0.05


----Lind-Bohanon----
                  venue  freq
0    Mexican Restaurant   0.2
1  Fast Food Restaurant   0.2
2           Pizza Place   0.2
3                  Park   0.2
4             BBQ Joint   0.2


----Linden Hills----
                     venue  freq
0                   Bakery  0.11
1                     Park  0.11
2                Pet Store  0.05
3  New American Restaurant  0.05
4              Snack Place  0.05


----Lindridge - Martin Manor----
                venue  freq
0         Gas Station  0.06
1             Gay Bar  0.06
2          Smoke Shop  0.06
3         Video Store  0.06
4  Chinese Restaurant  0.03


----Little Five Points----
                    venue  freq
0                     Bar  0.09
1             Pizza Place  0.07
2             Coffee Shop  0.04
3  Thrift / Vintage Store  0.04
4             Music Venue  0.04


----Little Italy----
                venue  freq
0              Bakery  0.06
1                Café  0.04
2  Salon / Barbershop  0.03
3  Chinese Restaurant  0.03
4      Sandwich Place  0.03


----Logan Park----
               venue  freq
0        Art Gallery  0.23
1            Brewery  0.08
2                Gym  0.08
3  Convenience Store  0.08
4       Antique Shop  0.04


----Longfellow----
                    venue  freq
0    Fast Food Restaurant  0.10
1               Gift Shop  0.05
2    Himalayan Restaurant  0.05
3  Thrift / Vintage Store  0.05
4      Mexican Restaurant  0.05


----Loring Heights----
                    venue  freq
0                  Bakery   0.1
1     American Restaurant   0.1
2       Electronics Store   0.1
3             Pizza Place   0.1
4  Furniture / Home Store   0.1


----Loring Park----
                     venue  freq
0              Coffee Shop  0.07
1         Sushi Restaurant  0.05
2              Music Venue  0.05
3  New American Restaurant  0.05
4                      Gym  0.05


----Lower East Side----
                       venue  freq
0                Coffee Shop  0.05
1                       Café  0.05
2  Latin American Restaurant  0.03
3         Chinese Restaurant  0.03
4                Art Gallery  0.03


----Lower Queen Anne----
                  venue  freq
0           Coffee Shop  0.04
1    Mexican Restaurant  0.04
2               Theater  0.04
3                 Hotel  0.04
4  Gym / Fitness Center  0.03


----Lowry Field----
                  venue  freq
0          Skating Rink  0.17
1        Soccer Stadium  0.17
2  Gym / Fitness Center  0.17
3        Scenic Lookout  0.17
4                  Park  0.17


----Lowry Hill----
                     venue  freq
0                Mini Golf  0.11
1                   Garden  0.11
2             Soccer Field  0.11
3             Hockey Arena  0.11
4  New American Restaurant  0.11


----Lowry Hill East----
              venue  freq
0       Pizza Place  0.08
1       Coffee Shop  0.06
2    Breakfast Spot  0.04
3       Yoga Studio  0.04
4  Asian Restaurant  0.04


----Loyal Heights----
          venue  freq
0   Pizza Place  0.33
1  Soccer Field  0.17
2    Food Truck  0.17
3   Coffee Shop  0.17
4          Park  0.17


----Lyndale----
                    venue  freq
0              Poke Place  0.11
1      Chinese Restaurant  0.11
2    Fast Food Restaurant  0.11
3                    Park  0.11
4  Thrift / Vintage Store  0.11


----Lynnhurst----
            venue  freq
0            Pool   0.2
1      Playground   0.2
2  Baseball Field   0.2
3     Coffee Shop   0.2
4           Trail   0.2


----Macgregor----
                 venue  freq
0                Trail  0.33
1          Snack Place  0.33
2                  Spa  0.33
3         Night Market  0.00
4  Peruvian Restaurant  0.00


----Madison Park----
                   venue  freq
0            Dry Cleaner  0.09
1  Vietnamese Restaurant  0.09
2               Ski Area  0.09
3            Coffee Shop  0.09
4           Soccer Field  0.09


----Madrona----
               venue  freq
0  Food & Drink Shop  0.10
1          Gift Shop  0.05
2  French Restaurant  0.05
3     Farmers Market  0.05
4                Bar  0.05


----Magnolia Park----
                           venue  freq
0                    Snack Place  0.25
1             Mexican Restaurant  0.25
2             Athletics & Sports  0.25
3                    Beer Garden  0.25
4  Paper / Office Supplies Store  0.00


----Mak Historic District----
                  venue  freq
0                  Pool  0.25
1  Gym / Fitness Center  0.25
2           Planetarium  0.25
3                Garden  0.25
4          Noodle House  0.00


----Manhattan Valley----
               venue  freq
0        Coffee Shop  0.05
1        Pizza Place  0.05
2  French Restaurant  0.03
3         Playground  0.03
4        Yoga Studio  0.03


----Manhattanville----
                venue  freq
0  Chinese Restaurant  0.05
1  Italian Restaurant  0.05
2  Seafood Restaurant  0.05
3       Deli / Bodega  0.05
4  Mexican Restaurant  0.05


----Mann----
                  venue  freq
0  Ethiopian Restaurant  0.19
1           Coffee Shop  0.11
2                   Bar  0.07
3             Mini Golf  0.04
4            Donut Shop  0.04


----Maple Leaf----
                venue  freq
0         Video Store  0.18
1      Ice Cream Shop  0.09
2   Convenience Store  0.09
3  Chinese Restaurant  0.09
4        Cocktail Bar  0.09


----Mar Lee----
               venue  freq
0     Discount Store   0.2
1       Liquor Store   0.2
2         Taco Place   0.2
3      Grocery Store   0.2
4  Mobile Phone Shop   0.2


----Marble Hill----
              venue  freq
0       Coffee Shop  0.08
1    Discount Store  0.08
2  Department Store  0.04
3  Video Game Store  0.04
4   Supplement Shop  0.04


----Marcy-Holmes----
                     venue  freq
0      American Restaurant  0.18
1  New American Restaurant  0.09
2                    Hotel  0.09
3              Art Gallery  0.09
4         Greek Restaurant  0.09


----Marina----
                  venue  freq
0           Pizza Place  0.04
1  Gym / Fitness Center  0.04
2                  Park  0.03
3      Sushi Restaurant  0.03
4        Cosmetics Shop  0.03


----Marshall Terrace----
                venue  freq
0             Brewery  0.17
1                 Gym  0.17
2         Music Venue  0.17
3          Food Truck  0.17
4  Miscellaneous Shop  0.17


----Marston----
                 venue  freq
0       Ice Cream Shop   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Matthews Beach----
                 venue  freq
0                  Gym   1.0
1          Zoo Exhibit   0.0
2         Night Market   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----McKinley----
                  venue  freq
0         Grocery Store  0.25
1           Coffee Shop  0.25
2                  Food  0.25
3       Motorcycle Shop  0.25
4  Pakistani Restaurant  0.00


----Meadow Lark Estates----
                 venue  freq
0                 Park   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Meadowbrook----
                    venue  freq
0    Marijuana Dispensary  0.22
1                    Pool  0.11
2                    Lake  0.11
3               Pet Store  0.11
4  Furniture / Home Store  0.11


----Meadowbrook/Allendale----
                 venue  freq
0           Food Court   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Mechanicsville----
                  venue  freq
0            Restaurant   0.3
1        Sandwich Place   0.1
2           Gas Station   0.1
3                   Gym   0.1
4  Gym / Fitness Center   0.1


----Medical Center Area----
                  venue  freq
0  Fast Food Restaurant  0.14
1           Coffee Shop  0.14
2                 Hotel  0.14
3   American Restaurant  0.10
4            Restaurant  0.07


----Memorial----
              venue  freq
0   Automotive Shop   0.2
1              Bank   0.2
2  Department Store   0.2
3         Bookstore   0.2
4       Coffee Shop   0.2


----Merry Hills----
                 venue  freq
0          Beer Garden   1.0
1          Zoo Exhibit   0.0
2         Night Market   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----Meyerland Area----
                    venue  freq
0        Department Store  0.06
1  Furniture / Home Store  0.05
2          Cosmetics Shop  0.05
3       Accessories Store  0.05
4           Women's Store  0.05


----Mid West----
                  venue  freq
0                Bakery  0.06
1            Food Truck  0.06
2  Fast Food Restaurant  0.06
3           Snack Place  0.06
4     Mobile Phone Shop  0.06


----Mid-Beacon Hill----
                  venue  freq
0           Bus Station   0.5
1    Light Rail Station   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Mid-City Industrial----
         venue  freq
0    Pet Store  0.14
1    Gift Shop  0.14
2      Theater  0.14
3  Coffee Shop  0.14
4  Music Store  0.14


----Midtown----
                 venue  freq
0  American Restaurant  0.05
1          Coffee Shop  0.04
2                Hotel  0.04
3       Clothing Store  0.04
4          Pizza Place  0.03


----Midtown South----
                 venue  freq
0    Korean Restaurant  0.16
1  Japanese Restaurant  0.04
2                Hotel  0.04
3            Hotel Bar  0.04
4       Cosmetics Shop  0.04


----Minnehaha----
                venue  freq
0     Border Crossing  0.25
1         Music Venue  0.25
2              Lounge  0.25
3  Light Rail Station  0.25
4         Zoo Exhibit  0.00


----Minor----
               venue  freq
0        Coffee Shop   0.3
1  Convenience Store   0.1
2         Playground   0.1
3                Bar   0.1
4       Burger Joint   0.1


----Mission----
                     venue  freq
0                     Café  0.06
1              Art Gallery  0.05
2  New American Restaurant  0.04
3       Mexican Restaurant  0.03
4                      Bar  0.03


----Montbello----
               venue  freq
0               Park  0.67
1               Food  0.33
2        Zoo Exhibit  0.00
3  Paella Restaurant  0.00
4           Pet Café  0.00


----Montclair----
            venue  freq
0  History Museum   0.2
1  Clothing Store   0.2
2        Bus Stop   0.2
3        Dive Bar   0.2
4            Park   0.2


----Montlake----
                venue  freq
0            Bus Stop  0.18
1         Coffee Shop  0.12
2       Grocery Store  0.12
3  Salon / Barbershop  0.12
4                Park  0.12


----Morningside Heights----
                 venue  freq
0          Coffee Shop  0.12
1                 Park  0.07
2           Food Truck  0.07
3            Bookstore  0.07
4  American Restaurant  0.07


----Morningside/Lenox Park----
               venue  freq
0              Trail  0.50
1        Pizza Place  0.25
2         Playground  0.25
3        Zoo Exhibit  0.00
4  Paella Restaurant  0.00


----Morris Park----
                 venue  freq
0           Playground   0.5
1                  Spa   0.5
2          Zoo Exhibit   0.0
3          Pet Service   0.0
4  Peruvian Restaurant   0.0


----Mount Baker----
             venue  freq
0        Pet Store  0.25
1  Harbor / Marina  0.25
2      Pizza Place  0.25
3             Park  0.25
4      Pet Service  0.00


----Mozley Park----
              venue  freq
0              Park  0.50
1             Trail  0.17
2       Wings Joint  0.17
3  Business Service  0.17
4       Zoo Exhibit  0.00


----Murray Hill----
               venue  freq
0        Coffee Shop  0.05
1              Hotel  0.04
2  French Restaurant  0.03
3     Sandwich Place  0.03
4                Gym  0.03


----Museum Park----
             venue  freq
0   Science Museum  0.22
1           Garden  0.09
2            Trail  0.09
3  Doctor's Office  0.04
4   History Museum  0.04


----Near North----
                     venue  freq
0                 Wine Bar  0.25
1  Health & Beauty Service  0.25
2              Bus Station  0.25
3       Miscellaneous Shop  0.25
4              Zoo Exhibit  0.00


----Neartown - Montrose----
                venue  freq
0         Coffee Shop  0.11
1      Cosmetics Shop  0.09
2         Pizza Place  0.09
3         Art Gallery  0.06
4  Italian Restaurant  0.06


----Nicollet Island----
         venue  freq
0         Park  0.12
1  Bus Station  0.08
2          Gym  0.08
3   Restaurant  0.04
4  Event Space  0.04


----Nob Hill----
                venue  freq
0  Italian Restaurant  0.06
1                Café  0.05
2            Wine Bar  0.04
3                 Bar  0.04
4               Hotel  0.04


----Noe Valley----
                 venue  freq
0          Coffee Shop  0.07
1  American Restaurant  0.04
2            Gift Shop  0.04
3                 Park  0.03
4   Italian Restaurant  0.03


----Noho----
                venue  freq
0  Italian Restaurant  0.08
1   French Restaurant  0.05
2        Cocktail Bar  0.04
3    Sushi Restaurant  0.03
4  Mexican Restaurant  0.03


----North Admiral----
           venue  freq
0    Coffee Shop  0.11
1  Grocery Store  0.07
2    Video Store  0.04
3        Theater  0.04
4      Pet Store  0.04


----North Beach----
                venue  freq
0         Coffee Shop  0.08
1               Hotel  0.06
2      Ice Cream Shop  0.05
3  Seafood Restaurant  0.05
4               Diner  0.04


----North Beach/Blue Ridge----
                 venue  freq
0                 Park   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----North Beacon Hill----
                venue  freq
0                Café  0.08
1  Mexican Restaurant  0.08
2         Coffee Shop  0.08
3                 Pub  0.08
4             Brewery  0.04


----North Capitol Hill----
                 venue  freq
0          Coffee Shop  0.10
1  American Restaurant  0.07
2          Pizza Place  0.05
3                  Bar  0.05
4         Noodle House  0.05


----North College Park----
                  venue  freq
0                  Park  0.67
1     Community College  0.33
2           Zoo Exhibit  0.00
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----North Delridge----
          venue  freq
0    Skate Park   0.2
1  Soccer Field   0.2
2   Coffee Shop   0.2
3   Bus Station   0.2
4          Park   0.2


----North Druid Hills----
                    venue  freq
0  Furniture / Home Store  0.33
1                    Pool  0.33
2             Record Shop  0.33
3     Peruvian Restaurant  0.00
4      Persian Restaurant  0.00


----North Loop----
                    venue  freq
0                     Bar  0.12
1                 Brewery  0.12
2              Food Truck  0.09
3    Gym / Fitness Center  0.09
4  Thrift / Vintage Store  0.09


----North Ormewood Park----
                  venue  freq
0                 Trail  0.42
1    Chinese Restaurant  0.11
2            Donut Shop  0.05
3          Burger Joint  0.05
4  Gym / Fitness Center  0.05


----North Park Hill----
               venue  freq
0               Park   0.5
1               Food   0.5
2        Zoo Exhibit   0.0
3  Paella Restaurant   0.0
4           Pet Café   0.0


----North Queen Anne----
                  venue  freq
0                  Café   0.4
1          Home Service   0.2
2      Basketball Court   0.2
3        Sandwich Place   0.2
4  Pakistani Restaurant   0.0


----Northeast Park----
                  venue  freq
0  Fast Food Restaurant  0.08
1           Coffee Shop  0.08
2   Arts & Crafts Store  0.08
3        Sandwich Place  0.08
4    Salon / Barbershop  0.04


----Northeast Park Hill----
                  venue  freq
0                Bakery  0.14
1          Soccer Field  0.14
2   Arts & Crafts Store  0.14
3           Coffee Shop  0.14
4  Marijuana Dispensary  0.14


----Northrup----
                    venue  freq
0          Massage Studio  0.25
1  Gluten-free Restaurant  0.25
2           Tattoo Parlor  0.25
3             Pizza Place  0.25
4             Zoo Exhibit  0.00


----Northside Village----
                 venue  freq
0   Mexican Restaurant   0.7
1         Dessert Shop   0.1
2   Italian Restaurant   0.1
3  American Restaurant   0.1
4          Zoo Exhibit   0.0


----Northside/Northline----
                  venue  freq
0                Bakery  0.67
1                  Food  0.33
2           Zoo Exhibit  0.00
3  Pakistani Restaurant  0.00
4              Pet Café  0.00


----Oakhurst----
                venue  freq
0  Mexican Restaurant  0.12
1                Pool  0.06
2      Discount Store  0.06
3        Cocktail Bar  0.06
4         Coffee Shop  0.06


----Oakland----
                  venue  freq
0   American Restaurant  0.14
1  Fast Food Restaurant  0.09
2           Coffee Shop  0.05
3     Convenience Store  0.05
4      Business Service  0.05


----Oakland Cemetery----
                venue  freq
0  Mexican Restaurant  0.09
1      Breakfast Spot  0.06
2         Coffee Shop  0.06
3                 Pub  0.06
4        Noodle House  0.06


----Oakland City----
                           venue  freq
0                    Art Gallery  0.29
1                    Gas Station  0.14
2  Vegetarian / Vegan Restaurant  0.14
3  Paper / Office Supplies Store  0.14
4                       Boutique  0.14


----Ocean View----
                    venue  freq
0           Grocery Store  0.19
1      Light Rail Station  0.12
2              Food Truck  0.06
3           Garden Center  0.06
4  Thrift / Vintage Store  0.06


----Old Fourth Ward----
                venue  freq
0  Italian Restaurant  0.25
1         Music Venue  0.25
2          Playground  0.25
3                Park  0.25
4         Zoo Exhibit  0.00


----Olympic Hills----
                   venue  freq
0                   Pool  0.33
1             Food Truck  0.33
2                    Gym  0.33
3  Outdoors & Recreation  0.00
4     Persian Restaurant  0.00


----Ormewood Park----
                  venue  freq
0          Cupcake Shop  0.08
1     Convenience Store  0.08
2          Dance Studio  0.08
3  Gym / Fitness Center  0.08
4       Thai Restaurant  0.08


----Ost/South Union----
                  venue  freq
0           Pizza Place  0.17
1            Sports Bar  0.08
2     Convenience Store  0.08
3                   Gym  0.08
4  Gym / Fitness Center  0.08


----Outer Mission----
                       venue  freq
0         Mexican Restaurant  0.11
1  Latin American Restaurant  0.11
2                Pizza Place  0.07
3      Vietnamese Restaurant  0.07
4                     Bakery  0.04


----Outer Richmond----
                 venue  freq
0   Chinese Restaurant  0.09
1  Japanese Restaurant  0.06
2       Sandwich Place  0.06
3                 Café  0.06
4  Sporting Goods Shop  0.06


----Outer Sunset----
                 venue  freq
0   Chinese Restaurant  0.14
1  Dumpling Restaurant  0.14
2     Toy / Game Store  0.07
3          Pizza Place  0.07
4                 Café  0.07


----Overland----
                  venue  freq
0            Restaurant  0.09
1  Marijuana Dispensary  0.09
2             Rock Club  0.09
3  Fast Food Restaurant  0.09
4                  Park  0.09


----Pacific Heights----
                    venue  freq
0                    Park  0.09
1           Women's Store  0.06
2          Cosmetics Shop  0.06
3  Thrift / Vintage Store  0.06
4               Gift Shop  0.03


----Page----
              venue  freq
0              Park  0.22
1        Food Truck  0.11
2  Sculpture Garden  0.11
3    Baseball Field  0.11
4      Soccer Field  0.11


----Park Place----
                        venue  freq
0  Construction & Landscaping  0.33
1                Burger Joint  0.33
2           Other Repair Shop  0.33
3                 Zoo Exhibit  0.00
4        Pakistani Restaurant  0.00


----Parkside----
                venue  freq
0                 Gym  0.14
1                Park  0.14
2  Weight Loss Center  0.07
3     Bubble Tea Shop  0.07
4        Tennis Court  0.07


----Pecan Park----
                venue  freq
0  Travel & Transport  0.33
1   Convenience Store  0.33
2          Taco Place  0.33
3         Zoo Exhibit  0.00
4   Paella Restaurant  0.00


----Penelope Neighbors----
            venue  freq
0  Breakfast Spot  0.33
1            Café  0.17
2     Wings Joint  0.17
3            Park  0.17
4            Food  0.17


----Peoplestown----
               venue  freq
0        Auto Garage  0.33
1       Intersection  0.33
2               Park  0.33
3        Zoo Exhibit  0.00
4  Paella Restaurant  0.00


----Perkerson----
                  venue  freq
0           Gas Station  0.50
1     Convenience Store  0.25
2           Pizza Place  0.25
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Phillips----
                           venue  freq
0                    Coffee Shop  0.50
1                  Deli / Bodega  0.25
2                     Food Court  0.25
3                    Zoo Exhibit  0.00
4  Paper / Office Supplies Store  0.00


----Phinney Ridge----
          venue  freq
0   Zoo Exhibit  0.11
1         Trail  0.06
2           Pub  0.06
3          Park  0.06
4  Dessert Shop  0.06


----Piedmont Heights----
            venue  freq
0    Burger Joint  0.07
1   Bowling Alley  0.07
2       Bike Shop  0.07
3   Grocery Store  0.07
4  Sandwich Place  0.07


----Piedmont Park----
                 venue  freq
0                 Park  0.11
1         Tennis Court  0.06
2               Garden  0.06
3              Dog Run  0.06
4  American Restaurant  0.06


----Pike-Market----
                venue  freq
0  Seafood Restaurant  0.08
1         Coffee Shop  0.08
2   French Restaurant  0.04
3               Hotel  0.04
4        Gourmet Shop  0.04


----Pinehurst----
         venue  freq
0  Coffee Shop   0.2
1   Playground   0.1
2  Video Store   0.1
3  Pizza Place   0.1
4    Rock Club   0.1


----Pioneer Square----
                    venue  freq
0             Coffee Shop  0.08
1              Sports Bar  0.03
2             Art Gallery  0.03
3  Thrift / Vintage Store  0.03
4            Cocktail Bar  0.03


----Pittsburgh----
                             venue  freq
0             Gym / Fitness Center  0.50
1                    Historic Site  0.25
2  Southern / Soul Food Restaurant  0.25
3                      Pet Service  0.00
4              Peruvian Restaurant  0.00


----Platt Park----
                venue  freq
0    Sushi Restaurant  0.07
1         Pizza Place  0.07
2       Women's Store  0.07
3  Mexican Restaurant  0.07
4         Coffee Shop  0.07


----Pleasantville Area----
                        venue  freq
0                     Brewery   0.5
1  Construction & Landscaping   0.5
2                 Zoo Exhibit   0.0
3           Paella Restaurant   0.0
4                    Pet Café   0.0


----Poncey-Highland----
                 venue  freq
0                  Bar  0.06
1  American Restaurant  0.06
2          Art Gallery  0.06
3       History Museum  0.04
4           Shoe Store  0.04


----Portage Bay----
              venue  freq
0     Deli / Bodega  0.22
1       Art Gallery  0.11
2              Park  0.11
3  Sushi Restaurant  0.11
4               Bar  0.11


----Potrero Hill----
           venue  freq
0           Café  0.08
1            Bar  0.05
2     Playground  0.05
3        Brewery  0.05
4  Grocery Store  0.05


----Powderhorn Park----
                  venue  freq
0             Pet Store  0.17
1                  Park  0.17
2                Bakery  0.17
3    Mexican Restaurant  0.17
4  Caribbean Restaurant  0.17


----Presidio----
                   venue  freq
0                Brewery  0.14
1  General Entertainment  0.14
2                   Park  0.14
3             Playground  0.14
4            Art Gallery  0.14


----Presidio Heights----
                    venue  freq
0                    Park  0.09
1           Women's Store  0.06
2          Cosmetics Shop  0.06
3  Thrift / Vintage Store  0.06
4               Gift Shop  0.03


----Prospect Park----
        venue  freq
0       Hotel  0.12
1        Park  0.12
2         Gym  0.12
3    Building  0.06
4  Sports Bar  0.06


----Rainier Beach----
                  venue  freq
0                Garden  0.33
1        Baseball Field  0.33
2          Dessert Shop  0.33
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----Rainier View----
                        venue  freq
0  Construction & Landscaping   1.0
1                 Zoo Exhibit   0.0
2        Pakistani Restaurant   0.0
3                 Pet Service   0.0
4                    Pet Café   0.0


----Ravenna----
                      venue  freq
0  Mediterranean Restaurant  0.17
1          Sushi Restaurant  0.08
2       American Restaurant  0.08
3                Bagel Shop  0.08
4               Coffee Shop  0.08


----Regina----
            venue  freq
0   Garden Center   0.2
1             Gym   0.2
2  Cosmetics Shop   0.2
3            Park   0.2
4  Discount Store   0.2


----Regis----
                    venue  freq
0                    Food  0.17
1             Golf Course  0.17
2            Liquor Store  0.17
3  Thrift / Vintage Store  0.17
4       Convenience Store  0.17


----Reynoldstown----
            venue  freq
0     Art Gallery  0.18
1      Restaurant  0.09
2      Taco Place  0.09
3  Farmers Market  0.09
4     Coffee Shop  0.09


----Riverview----
                 venue  freq
0               Bakery   0.5
1                  Bar   0.5
2          Zoo Exhibit   0.0
3          Pet Service   0.0
4  Peruvian Restaurant   0.0


----Roosevelt----
                venue  freq
0         Coffee Shop  0.22
1           BBQ Joint  0.11
2            Bus Stop  0.11
3  Chinese Restaurant  0.11
4      Massage Studio  0.11


----Roosevelt Island----
                 venue  freq
0                 Park  0.08
1       Sandwich Place  0.08
2  Rental Car Location  0.04
3              Dog Run  0.04
4       Farmers Market  0.04


----Rosedale----
               venue  freq
0        Golf Course  0.33
1               Park  0.33
2         Donut Shop  0.33
3        Zoo Exhibit  0.00
4  Paella Restaurant  0.00


----Roxhill----
          venue  freq
0          Pool  0.25
1  Soccer Field  0.25
2  Intersection  0.25
3          Park  0.25
4   Zoo Exhibit  0.00


----Russian Hill----
                  venue  freq
0           Coffee Shop  0.05
1                  Park  0.05
2      Sushi Restaurant  0.04
3    Italian Restaurant  0.03
4  Gym / Fitness Center  0.03


----Sand Point----
          venue  freq
0    Food Truck  0.18
1       Dog Run  0.12
2  Soccer Field  0.12
3       Theater  0.12
4  Tennis Court  0.12


----Sea Cliff----
         venue  freq
0        Trail   0.2
1   Playground   0.1
2         Café   0.1
3     Tea Room   0.1
4  Golf Course   0.1


----Seaview----
                 venue  freq
0         Night Market  0.25
1                  Gym  0.25
2   Chinese Restaurant  0.25
3            Speakeasy  0.25
4  Peruvian Restaurant  0.00


----Second Ward----
                venue  freq
0      Clothing Store  0.12
1  Mexican Restaurant  0.12
2                 Bar  0.12
3        Burger Joint  0.12
4      Mattress Store  0.12


----Semmes Park----
            venue  freq
0  Farmers Market  0.25
1      Food Truck  0.25
2             Pub  0.25
3      Sports Bar  0.25
4     Zoo Exhibit  0.00


----Settegast----
                  venue  freq
0     Other Repair Shop   0.5
1        Discount Store   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4           Pet Service   0.0


----Seward----
                       venue  freq
0                        Bar  0.13
1              Bowling Alley  0.13
2             Sandwich Place  0.07
3  Latin American Restaurant  0.07
4                        Gym  0.07


----Seward Park----
            venue  freq
0  Scenic Lookout  0.33
1  Farmers Market  0.33
2     Art Gallery  0.33
3     Zoo Exhibit  0.00
4        Pet Café  0.00


----Sharpstown----
                       venue  freq
0                Pizza Place  0.15
1       Fast Food Restaurant  0.15
2                   Pharmacy  0.08
3          Convenience Store  0.08
4  Latin American Restaurant  0.08


----Sheridan----
                 venue  freq
0             Dive Bar  0.16
1          Art Gallery  0.08
2                  Bar  0.08
3  American Restaurant  0.08
4        Grocery Store  0.04


----Sherwood Forest----
                   venue  freq
0            Golf Course   0.5
1           Tennis Court   0.5
2            Zoo Exhibit   0.0
3  Outdoors & Recreation   0.0
4    Peruvian Restaurant   0.0


----Shingle Creek----
                        venue  freq
0              Baseball Field  0.25
1  Construction & Landscaping  0.25
2                        Lake  0.25
3                        Park  0.25
4                 Zoo Exhibit  0.00


----Skyland----
                  venue  freq
0      Botanical Garden   0.5
1        Shop & Service   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Sloan Lake----
                venue  freq
0              Garden  0.17
1           Wine Shop  0.17
2                 Bar  0.17
3  Mexican Restaurant  0.17
4         Art Gallery  0.17


----Soho----
            venue  freq
0  Clothing Store  0.10
1        Boutique  0.07
2   Women's Store  0.06
3      Shoe Store  0.04
4     Men's Store  0.04


----South Acres/Crestmont Park----
                     venue  freq
0           Rental Service  0.33
1  Health & Beauty Service  0.33
2                     Park  0.33
3              Zoo Exhibit  0.00
4        Paella Restaurant  0.00


----South Atlanta----
               venue  freq
0               Park  0.67
1     Sandwich Place  0.33
2        Zoo Exhibit  0.00
3  Paella Restaurant  0.00
4           Pet Café  0.00


----South Belt/Ellington----
                        venue  freq
0  Construction & Landscaping   0.5
1                       Hotel   0.5
2                 Zoo Exhibit   0.0
3        Pakistani Restaurant   0.0
4                 Pet Service   0.0


----South Delridge----
                           venue  freq
0                     Eye Doctor  0.25
1                   Burger Joint  0.25
2              Convenience Store  0.25
3                            Spa  0.25
4  Paper / Office Supplies Store  0.00


----South Lake Union----
                 venue  freq
0          Coffee Shop  0.24
1           Food Truck  0.12
2   Mexican Restaurant  0.04
3  American Restaurant  0.04
4                 Café  0.03


----South Main----
                 venue  freq
0                  Gym   1.0
1          Zoo Exhibit   0.0
2         Night Market   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----South Park----
                  venue  freq
0               Brewery  0.15
1                  Park  0.15
2        Discount Store  0.08
3  Fast Food Restaurant  0.08
4            Skate Park  0.08


----South Park Hill----
                  venue  freq
0     Convenience Store   1.0
1           Zoo Exhibit   0.0
2  Pakistani Restaurant   0.0
3           Pet Service   0.0
4              Pet Café   0.0


----South of Market----
                   venue  freq
0            Coffee Shop  0.08
1   Marijuana Dispensary  0.06
2  Vietnamese Restaurant  0.06
3                   Café  0.04
4               Wine Bar  0.04


----Southeast Magnolia----
            venue  freq
0        Pharmacy  0.14
1     Pizza Place  0.14
2       Pet Store  0.07
3           Plaza  0.07
4  Baseball Field  0.07


----Southmoor Park----
               venue  freq
0               Pool  0.25
1  Martial Arts Dojo  0.25
2               Park  0.25
3                Gym  0.25
4        Zoo Exhibit  0.00


----Speer----
            venue  freq
0  Massage Studio  0.15
1             Gym  0.08
2    Trade School  0.08
3  Breakfast Spot  0.08
4       Wine Shop  0.08


----Spring Branch Central----
                     venue  freq
0         Business Service  0.50
1               Steakhouse  0.25
2  Health & Beauty Service  0.25
3              Zoo Exhibit  0.00
4        Paella Restaurant  0.00


----Spring Branch East----
                  venue  freq
0          Burger Joint  0.50
1                 Trail  0.25
2                  Park  0.25
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----Spring Branch North----
                  venue  freq
0  Fast Food Restaurant  0.22
1      Business Service  0.22
2   Sporting Goods Shop  0.11
3        Baseball Field  0.11
4   American Restaurant  0.11


----Spring Branch West----
         venue  freq
0  IT Services  0.50
1          Bar  0.25
2         Park  0.25
3  Zoo Exhibit  0.00
4     Pet Café  0.00


----St. Anthony East----
              venue  freq
0          Dive Bar  0.17
1    Ice Cream Shop  0.08
2       Karaoke Bar  0.08
3  Asian Restaurant  0.08
4           Brewery  0.08


----St. Anthony West----
                       venue  freq
0                       Park  0.12
1                 Food Truck  0.12
2             Farmers Market  0.12
3              Bowling Alley  0.12
4  Middle Eastern Restaurant  0.12


----Standish----
                           venue  freq
0                         Lounge   0.5
1                    Coffee Shop   0.5
2                    Zoo Exhibit   0.0
3  Paper / Office Supplies Store   0.0
4                    Pet Service   0.0


----Stapleton----
                  venue  freq
0          Home Service   0.5
1        Shipping Store   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Stevens----
                   venue  freq
0             Playground  0.18
1                 Bakery  0.18
2             Taco Place  0.09
3  Vietnamese Restaurant  0.09
4       Greek Restaurant  0.09


----Stevens Square----
                    venue  freq
0             Coffee Shop  0.11
1                 Theater  0.07
2                    Park  0.07
3  Thrift / Vintage Store  0.04
4               BBQ Joint  0.04


----Stuyvesant Town----
            venue  freq
0             Bar  0.21
1      Playground  0.11
2            Park  0.11
3  Farmers Market  0.05
4   Boat or Ferry  0.05


----Summerhill----
                   venue  freq
0                   Park  0.14
1         History Museum  0.07
2  Outdoors & Recreation  0.07
3                  Track  0.07
4              BBQ Joint  0.07


----Sumner-Glenwood----
             venue  freq
0    Big Box Store  0.17
1       Food Truck  0.17
2             Park  0.17
3   Clothing Store  0.17
4  Warehouse Store  0.17


----Sun Valley----
                venue  freq
0  Light Rail Station  0.11
1   Convenience Store  0.11
2                Café  0.11
3       Hot Dog Joint  0.11
4      Discount Store  0.11


----Sunnyside----
               venue  freq
0        Coffee Shop  0.12
1         Restaurant  0.08
2                Spa  0.04
3           Boutique  0.04
4  Mobile Phone Shop  0.04


----Sunset Hill----
             venue  freq
0  Harbor / Marina  0.36
1    Boat or Ferry  0.09
2             Park  0.09
3      Post Office  0.09
4      Coffee Shop  0.09


----Sutton Place----
                    venue  freq
0    Gym / Fitness Center  0.06
1      Italian Restaurant  0.05
2               Juice Bar  0.04
3  Furniture / Home Store  0.04
4       Indian Restaurant  0.04


----Swallow Circle/Baywood----
                   venue  freq
0            Wings Joint   1.0
1            Zoo Exhibit   0.0
2  Outdoors & Recreation   0.0
3    Peruvian Restaurant   0.0
4     Persian Restaurant   0.0


----Sweet Auburn----
                 venue  freq
0                  Bar  0.07
1       History Museum  0.07
2          Pizza Place  0.05
3  Fried Chicken Joint  0.03
4   Seafood Restaurant  0.03


----Sycamore Ridge----
              venue  freq
0           Brewery  0.13
1               Pub  0.13
2            Bakery  0.13
3    Breakfast Spot  0.07
4  Business Service  0.07


----Sylvan Hills----
                  venue  freq
0             BBQ Joint  0.50
1           Gas Station  0.25
2         Moving Target  0.25
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Tacotown----
                venue  freq
0  Mexican Restaurant  0.09
1         Flower Shop  0.09
2        Noodle House  0.06
3                Park  0.06
4                 Spa  0.06


----Tangletown----
                venue  freq
0                 Spa  0.23
1       Grocery Store  0.08
2           BBQ Joint  0.08
3  Mexican Restaurant  0.08
4  Chinese Restaurant  0.08


----The Bluff----
                  venue  freq
0             Nightclub  0.22
1           Art Gallery  0.11
2  Gym / Fitness Center  0.11
3        Medical Center  0.11
4     Electronics Store  0.11


----Thomasville Heights----
               venue  freq
0   Insurance Office  0.33
1               Park  0.33
2                Gym  0.33
3        Zoo Exhibit  0.00
4  Paella Restaurant  0.00


----Treasure Island/YBI----
                venue  freq
0  Athletics & Sports  0.22
1                 Gym  0.11
2                Park  0.11
3      Baseball Field  0.11
4       Grocery Store  0.11


----Tribeca----
                 venue  freq
0   Italian Restaurant  0.06
1  American Restaurant  0.05
2                 Park  0.05
3                  Spa  0.04
4                 Café  0.04


----Tudor City----
                venue  freq
0                Park  0.06
1  Mexican Restaurant  0.06
2    Greek Restaurant  0.05
3         Pizza Place  0.05
4                Café  0.05


----Turtle Bay----
                venue  freq
0  Italian Restaurant  0.06
1    Sushi Restaurant  0.05
2               Hotel  0.04
3            Wine Bar  0.04
4         Coffee Shop  0.04


----Twin Peaks----
            venue  freq
0  Scenic Lookout   0.5
1           Trail   0.3
2       Reservoir   0.1
3     Bus Station   0.1
4        Pet Café   0.0


----Underwood Hills----
                   venue  freq
0            Men's Store  0.22
1                Brewery  0.11
2         Massage Studio  0.11
3                Theater  0.11
4  General Entertainment  0.11


----Union Station----
                 venue  freq
0           Restaurant  0.06
1                Hotel  0.05
2          Coffee Shop  0.05
3   Mexican Restaurant  0.05
4  American Restaurant  0.05


----University----
                venue  freq
0         Pizza Place  0.08
1  Mexican Restaurant  0.06
2         Coffee Shop  0.06
3    Asian Restaurant  0.04
4  College Rec Center  0.04


----University District----
               venue  freq
0        Coffee Shop  0.11
1    Thai Restaurant  0.06
2     Sandwich Place  0.06
3  Korean Restaurant  0.05
4   Asian Restaurant  0.05


----University Hills----
                 venue  freq
0           Playground   1.0
1          Zoo Exhibit   0.0
2            Pet Store   0.0
3             Pet Café   0.0
4  Peruvian Restaurant   0.0


----University Park----
                  venue  freq
0        Cosmetics Shop  0.33
1    Athletics & Sports  0.33
2                  Park  0.33
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----University Place----
                    venue  freq
0          Tennis Stadium  0.33
1          Farmers Market  0.17
2  College Football Field  0.17
3             Art Gallery  0.17
4     Indie Movie Theater  0.17


----Upper East Side----
                venue  freq
0  Italian Restaurant  0.08
1             Exhibit  0.06
2         Art Gallery  0.05
3         Coffee Shop  0.04
4              Bakery  0.04


----Upper West Side----
                           venue  freq
0             Italian Restaurant  0.06
1                            Bar  0.04
2  Vegetarian / Vegan Restaurant  0.03
3                       Wine Bar  0.03
4                         Bakery  0.03


----Valverde----
                  venue  freq
0                  Park  0.29
1               Brewery  0.14
2         Indie Theater  0.14
3  Marijuana Dispensary  0.14
4               Factory  0.14


----Venetian Hills----
                           venue  freq
0                 Cosmetics Shop  0.33
1                   Home Service  0.33
2                 Clothing Store  0.33
3                    Zoo Exhibit  0.00
4  Paper / Office Supplies Store  0.00


----Ventura Village----
            venue  freq
0        Pharmacy  0.10
1     Coffee Shop  0.10
2  Discount Store  0.10
3   Grocery Store  0.10
4         Library  0.05


----Victoria Estates----
                  venue  freq
0                  Farm   0.5
1                  Park   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Victory----
              venue  freq
0        Playground  0.17
1               Spa  0.17
2              Road  0.17
3           Theater  0.17
4  Ramen Restaurant  0.17


----Victory Heights----
                           venue  freq
0  Paper / Office Supplies Store  0.11
1                    Music Store  0.11
2           Marijuana Dispensary  0.11
3                    Coffee Shop  0.11
4               Asian Restaurant  0.11


----View Ridge----
               venue  freq
0           Bus Stop  0.67
1               Park  0.33
2        Zoo Exhibit  0.00
3  Paella Restaurant  0.00
4           Pet Café  0.00


----Villa Park----
                  venue  freq
0                  Park  0.50
1          Liquor Store  0.25
2     Food & Drink Shop  0.25
3           Zoo Exhibit  0.00
4  Pakistani Restaurant  0.00


----Vine City----
            venue  freq
0  History Museum   0.2
1     Golf Course   0.2
2            Food   0.2
3            Park   0.2
4  Ice Cream Shop   0.2


----Virginia Village----
                  venue  freq
0         Grocery Store  0.25
1     Convenience Store  0.25
2           Coffee Shop  0.25
3                Bistro  0.25
4  Pakistani Restaurant  0.00


----Virginia-Highland----
          venue  freq
0      Boutique  0.14
1           Bar  0.09
2  Burger Joint  0.06
3     Gift Shop  0.06
4  Dessert Shop  0.03


----Visitacion Valley----
         venue  freq
0         Farm  0.25
1  Music Venue  0.25
2         Park  0.25
3       Garden  0.25
4  Zoo Exhibit  0.00


----Waite Park----
               venue  freq
0               Park  0.29
1             Garden  0.14
2  Food & Drink Shop  0.14
3           Pharmacy  0.14
4        Beer Garden  0.14


----Wallingford----
                 venue  freq
0          Coffee Shop  0.08
1             Pharmacy  0.05
2      Thai Restaurant  0.05
3  Japanese Restaurant  0.05
4            Bookstore  0.03


----Washington Avenue Coalition/Memorial Park----
                  venue  freq
0          Burger Joint  0.50
1                 Trail  0.25
2                  Park  0.25
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----Washington Heights----
               venue  freq
0               Café  0.06
1             Bakery  0.05
2  Mobile Phone Shop  0.05
3        Pizza Place  0.05
4      Deli / Bodega  0.02


----Washington Park----
                 venue  freq
0                 Park  0.18
1            Pet Store  0.09
2  American Restaurant  0.09
3                Trail  0.05
4     Volleyball Court  0.05


----Washington Park West----
                  venue  freq
0  Herbs & Spices Store   0.2
1              Dive Bar   0.2
2        Sandwich Place   0.2
3         Moving Target   0.2
4           Coffee Shop   0.2


----Washington Virginia Vale----
              venue  freq
0        Bagel Shop  0.09
1       Pizza Place  0.09
2              Park  0.04
3     Grocery Store  0.04
4  Greek Restaurant  0.04


----Webber-Camden----
                  venue  freq
0                   Bar   0.5
1     Convenience Store   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Wedgwood----
         venue  freq
0  Coffee Shop  0.14
1         Park  0.14
2  Supermarket  0.07
3  Video Store  0.07
4          Pub  0.07


----Wenonah----
               venue  freq
0             Garden  0.25
1               Road  0.25
2     Baseball Field  0.25
3               Park  0.25
4  Paella Restaurant  0.00


----West Calhoun----
           venue  freq
0      Juice Bar  0.08
1  Grocery Store  0.08
2   Noodle House  0.08
3          Trail  0.08
4    Event Space  0.08


----West Colfax----
                  venue  freq
0    Mexican Restaurant  0.12
1   American Restaurant  0.12
2           Coffee Shop  0.12
3  Fast Food Restaurant  0.06
4        Massage Studio  0.06


----West End----
                             venue  freq
0             Fast Food Restaurant  0.11
1               Seafood Restaurant  0.11
2  Southern / Soul Food Restaurant  0.06
3                   Sandwich Place  0.06
4                    Grocery Store  0.06


----West Highland----
                venue  freq
0         Pizza Place  0.17
1         Coffee Shop  0.12
2  Mexican Restaurant  0.12
3    Sushi Restaurant  0.04
4        Liquor Store  0.04


----West Midtown----
                    venue  freq
0             Coffee Shop  0.08
1  Furniture / Home Store  0.05
2             Art Gallery  0.05
3     American Restaurant  0.05
4     Sporting Goods Shop  0.03


----West Queen Anne----
         venue  freq
0  Coffee Shop  0.13
1         Café  0.13
2       Garden  0.07
3     Dive Bar  0.07
4         Park  0.07


----West Village----
                     venue  freq
0       Italian Restaurant  0.10
1           Cosmetics Shop  0.05
2  New American Restaurant  0.05
3                Jazz Club  0.04
4                 Wine Bar  0.04


----West Woodland----
                        venue  freq
0                     Brewery  0.27
1                  Food Truck  0.14
2                 Coffee Shop  0.09
3  Construction & Landscaping  0.05
4                Burger Joint  0.05


----West of Twin Peaks----
                 venue  freq
0  Monument / Landmark   0.2
1                  Gym   0.2
2             Bus Stop   0.2
3                 Park   0.2
4                Trail   0.2


----Westbranch----
                  venue  freq
0             Nightclub  0.33
1                  Park  0.33
2      Business Service  0.33
3  Pakistani Restaurant  0.00
4           Pet Service  0.00


----Westbury----
          venue  freq
0          Food   0.2
1  Tennis Court   0.2
2   Coffee Shop   0.2
3       Theater   0.2
4      Dive Bar   0.2


----Westchase----
                  venue  freq
0              Pharmacy  0.33
1  Fast Food Restaurant  0.33
2           Coffee Shop  0.33
3             Pet Store  0.00
4              Pet Café  0.00


----Westchester Hills/Chelsea Heights----
         venue  freq
0         Park   0.5
1         Pool   0.5
2  Zoo Exhibit   0.0
3    Pet Store   0.0
4     Pet Café   0.0


----Western Addition----
            venue  freq
0        Tea Room  0.04
1  Ice Cream Shop  0.04
2  Cosmetics Shop  0.04
3   Shopping Mall  0.03
4        Creperie  0.03


----Westlake----
                venue  freq
0            Bus Stop  0.20
1         Coffee Shop  0.13
2      Sandwich Place  0.13
3             Airport  0.07
4  Italian Restaurant  0.07


----Westview----
                             venue  freq
0                Indian Restaurant  0.14
1          New American Restaurant  0.14
2                             Café  0.14
3  Southern / Soul Food Restaurant  0.14
4              American Restaurant  0.14


----Westwood----
                  venue  freq
0  Fast Food Restaurant  0.12
1    Mexican Restaurant  0.12
2    African Restaurant  0.12
3     Convenience Store  0.06
4   Filipino Restaurant  0.06


----Whittier----
                   venue  freq
0  Vietnamese Restaurant  0.12
1            Coffee Shop  0.06
2            Pizza Place  0.04
3                   Café  0.04
4   Caribbean Restaurant  0.04


----Whittier Heights----
                  venue  freq
0                   Bar  0.13
1          Cocktail Bar  0.07
2           Pizza Place  0.07
3  Caribbean Restaurant  0.07
4        Ice Cream Shop  0.07


----Willard-Hay----
                        venue  freq
0               Grocery Store   0.2
1  Construction & Landscaping   0.2
2                 Bus Station   0.2
3                        Park   0.2
4                 Flower Shop   0.2


----Willow Meadows/Willowbend Area----
                  venue  freq
0     Electronics Store   0.5
1            Food Truck   0.5
2           Zoo Exhibit   0.0
3  Pakistani Restaurant   0.0
4              Pet Café   0.0


----Willowbrook----
                    venue  freq
0                   Hotel  0.07
1  Furniture / Home Store  0.07
2              Sports Bar  0.05
3          Discount Store  0.05
4      Chinese Restaurant  0.05


----Windermere----
          venue  freq
0         Beach  0.67
1          Park  0.33
2   Zoo Exhibit  0.00
3  Night Market  0.00
4      Pet Café  0.00


----Windom----
          venue  freq
0       Brewery  0.08
1   Video Store  0.08
2  Soccer Field  0.08
3           Spa  0.08
4    Food Truck  0.08


----Windom Park----
         venue  freq
0         Park  0.18
1  Gas Station  0.09
2  Yoga Studio  0.09
3  Flower Shop  0.09
4  Pizza Place  0.09


----Windsor----
                  venue  freq
0                  Pool  0.25
1                   Bar  0.25
2  Gym / Fitness Center  0.25
3                   Gym  0.25
4           Zoo Exhibit  0.00


----Winnona Park----
                 venue  freq
0         Soccer Field   1.0
1          Zoo Exhibit   0.0
2    Paella Restaurant   0.0
3  Peruvian Restaurant   0.0
4   Persian Restaurant   0.0


----Woodland Hills (North)----
                venue  freq
0  Italian Restaurant  0.25
1                Park  0.25
2          Taco Place  0.25
3              Bistro  0.25
4         Zoo Exhibit  0.00


----Woodland Hills (South)----
            venue  freq
0     Pizza Place  0.16
1  Discount Store  0.11
2  Clothing Store  0.05
3     Video Store  0.05
4    Burger Joint  0.05


----Yesler Terrace----
                   venue  freq
0  Vietnamese Restaurant  0.31
1     Chinese Restaurant  0.15
2           Noodle House  0.08
3  Performing Arts Venue  0.08
4         History Museum  0.04


----Yorkville----
                venue  freq
0  Italian Restaurant  0.07
1                 Bar  0.06
2                 Gym  0.06
3         Coffee Shop  0.06
4         Pizza Place  0.04


In [56]:
# Put that into a pandas dataframe

# Function to sort the venues in descending order
def return_most_common_venues(row, num_top_venues):
    row_categories = row.iloc[1:]
    row_categories_sorted = row_categories.sort_values(ascending=False)
    
    return row_categories_sorted.index.values[0:num_top_venues]
In [57]:
# Create the new dataframe and display the top 10 venues for each neighborhood
num_top_venues = 10

indicators = ['st', 'nd', 'rd']

# Create columns according to number of top venues
columns = ['Neighborhood']
for ind in np.arange(num_top_venues):
    try:
        columns.append('{}{} Most Common Venue'.format(ind+1, indicators[ind]))
    except:
        columns.append('{}th Most Common Venue'.format(ind+1))

# Create a new dataframe
neighborhoods_venues_sorted = pd.DataFrame(columns=columns)
neighborhoods_venues_sorted['Neighborhood'] = neighborhood_grouped['Neighborhood']

for ind in np.arange(neighborhood_grouped.shape[0]):
    neighborhoods_venues_sorted.iloc[ind, 1:] = return_most_common_venues(neighborhood_grouped.iloc[ind, :], num_top_venues)

neighborhoods_venues_sorted.head()
Out[57]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
0 Acres Home Burger Joint Home Service Bus Station Intersection Fish Market Fish & Chips Shop Filipino Restaurant Field Fast Food Restaurant Zoo
1 Adair Park Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
2 Adams Coffee Shop Cocktail Bar Ice Cream Shop Mexican Restaurant Burger Joint Sushi Restaurant Bar Bakery Sandwich Place Clothing Store
3 Addicks/Park Ten Outdoors & Recreation Zoo Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field
4 Afton Oaks/River Oaks Area Women's Store Furniture / Home Store Clothing Store Bank Cosmetics Shop Cupcake Shop Bistro Lingerie Store Chinese Restaurant Shopping Mall

5. Cluster Neighborhoods

In [58]:
# Run k-means to cluster the neighborhood into 10 clusters

# Set number of clusters
kclusters = 10
neighborhood_grouped_clustering = neighborhood_grouped.drop('Neighborhood', 1)

# Run k-means clustering
kmeans = KMeans(n_clusters=kclusters, random_state=0).fit(neighborhood_grouped_clustering)

# Check cluster labels generated for each row in the dataframe
kmeans.labels_[0:] 
Out[58]:
array([7, 6, 7, 7, 7, 2, 4, 5, 5, 7, 4, 7, 2, 7, 7, 7, 7, 7, 7, 7, 9, 7, 7,
       7, 7, 0, 6, 2, 7, 7, 2, 7, 7, 7, 7, 7, 7, 7, 5, 7, 4, 9, 2, 7, 7, 5,
       7, 9, 9, 6, 7, 7, 7, 2, 2, 7, 7, 2, 5, 7, 8, 7, 2, 7, 7, 9, 7, 7, 7,
       7, 9, 9, 2, 7, 7, 7, 2, 2, 7, 7, 2, 7, 7, 7, 1, 2, 7, 7, 7, 7, 0, 9,
       7, 2, 7, 7, 3, 7, 7, 7, 9, 7, 5, 9, 6, 7, 7, 7, 7, 7, 7, 7, 9, 7, 7,
       2, 7, 7, 2, 9, 3, 7, 7, 7, 9, 9, 7, 7, 7, 7, 7, 7, 2, 7, 7, 2, 7, 7,
       7, 7, 7, 7, 8, 9, 2, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 2, 5, 7, 2, 7, 9,
       7, 7, 7, 7, 7, 0, 7, 7, 5, 7, 7, 2, 7, 7, 7, 2, 7, 7, 7, 7, 7, 7, 7,
       7, 7, 7, 2, 9, 7, 7, 2, 8, 7, 5, 7, 2, 7, 9, 2, 7, 7, 7, 7, 7, 7, 7,
       7, 7, 7, 2, 7, 7, 7, 7, 7, 7, 7, 7, 2, 5, 4, 7, 2, 7, 2, 7, 2, 3, 7,
       7, 5, 7, 2, 7, 7, 2, 3, 2, 9, 7, 7, 7, 2, 7, 7, 2, 7, 7, 7, 7, 7, 7,
       7, 7, 7, 7, 5, 7, 7, 7, 7, 5, 5, 7, 7, 7, 7, 7, 7, 7, 7, 9, 7, 7, 7,
       2, 7, 0, 9, 6, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 6, 2, 9,
       7, 5, 3, 2, 2, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 6, 7, 7, 6, 2, 7, 7, 5,
       2, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 9, 2, 0, 7, 7, 7, 7, 7, 7, 7, 2, 7,
       7, 7, 2, 2, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 8, 7, 7, 7, 2, 5, 7, 7, 7,
       8, 7, 2, 7, 7, 7, 9, 7, 2, 2, 7, 7, 5, 0, 7, 7, 7, 7, 7, 7, 7, 7, 2,
       7, 7, 7, 2, 6, 8, 7, 7, 0, 2, 7, 7, 7, 0, 7, 7, 5, 7, 2, 7, 7, 7, 7,
       7, 7, 7, 7, 2, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 7, 2, 7, 7, 7, 7, 5, 7,
       7, 7, 7, 3, 2, 7, 7, 7, 2, 7, 9, 2, 7, 7, 2, 2, 2, 9, 7, 2, 2, 7, 5,
       7, 2, 7, 7, 7, 7, 2, 7, 7, 7, 7, 7, 7, 7, 7, 5, 2, 7, 7, 2, 7, 7, 9,
       7, 7, 7, 2, 7, 7, 2, 7, 2, 0, 7, 2, 7, 7, 7], dtype=int32)
In [59]:
# Create a new dataframe that includes the cluster as well as the top 10 venues for each neighborhood

# Add clustering labels
neighborhoods_venues_sorted.insert(0, 'Cluster Labels', kmeans.labels_)
neighborhood_merged = neighborhoods

# Merge neighborhood_grouped with neighborhood_data to add latitude/longitude for each neighborhood
neighborhood_merged = neighborhood_merged.join(neighborhoods_venues_sorted.set_index('Neighborhood'), on='Neighborhood')
neighborhood_merged.head() # Check the last columns
Out[59]:
City Neighborhood Latitude Longitude Cluster Labels 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
0 Atlanta Tacotown 33.7450 -84.36550 7.0 Flower Shop Mexican Restaurant Breakfast Spot Park Noodle House Spa Burger Joint Yoga Studio Art Gallery Dance Studio
1 Atlanta Oakland Cemetery 33.7487 -84.37260 7.0 Mexican Restaurant Pub Noodle House Breakfast Spot Coffee Shop Cycle Studio Spa Gastropub Taco Place Comedy Club
2 Atlanta High Point 33.7168 -84.39580 2.0 Playground Park Chinese Restaurant Garden Vietnamese Restaurant Moving Target Fish & Chips Shop Filipino Restaurant Field Fast Food Restaurant
3 Atlanta Atkins Park 33.7756 -84.35050 7.0 Bar Event Space Yoga Studio Thai Restaurant Gym / Fitness Center Pharmacy Pet Service Coffee Shop BBQ Joint Tiki Bar
4 Atlanta Pittsburgh 33.7276 -84.40235 7.0 Gym / Fitness Center Historic Site Southern / Soul Food Restaurant Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
In [65]:
# @hiddencode
#neighborhood_merged[["Cluster Labels"]] = neighborhood_merged[["Cluster Labels"]].dropna()
#neighborhood_merged[["Cluster Labels"]].astype(int)
#kmeans.labels_[477] 
neighborhood_merged.at[46, 'Cluster Labels'] = kmeans.labels_[46] 
neighborhood_merged.at[69, 'Cluster Labels'] = kmeans.labels_[69] 
neighborhood_merged.at[97, 'Cluster Labels'] = kmeans.labels_[97] 
neighborhood_merged.at[125, 'Cluster Labels'] = kmeans.labels_[125] 
neighborhood_merged.at[138, 'Cluster Labels'] = kmeans.labels_[138] 
neighborhood_merged.at[151, 'Cluster Labels'] = kmeans.labels_[151] 
neighborhood_merged.at[199, 'Cluster Labels'] = kmeans.labels_[199] 
neighborhood_merged.at[200, 'Cluster Labels'] = kmeans.labels_[200] 
neighborhood_merged.at[226, 'Cluster Labels'] = kmeans.labels_[226] 
neighborhood_merged.at[232, 'Cluster Labels'] = kmeans.labels_[232] 
neighborhood_merged.at[235, 'Cluster Labels'] = kmeans.labels_[235] 
neighborhood_merged.at[238, 'Cluster Labels'] = kmeans.labels_[238] 
neighborhood_merged.at[255, 'Cluster Labels'] = kmeans.labels_[255] 
neighborhood_merged.at[262, 'Cluster Labels'] = kmeans.labels_[262] 
neighborhood_merged.at[264, 'Cluster Labels'] = kmeans.labels_[264] 
neighborhood_merged.at[422, 'Cluster Labels'] = kmeans.labels_[422] 
neighborhood_merged.at[467, 'Cluster Labels'] = kmeans.labels_[467] 
neighborhood_merged.at[474, 'Cluster Labels'] = kmeans.labels_[474] 
In [69]:
# @hiddencode
#neighborhood_merged.dtypes
neighborhood_merged[["Cluster Labels"]] = neighborhood_merged[["Cluster Labels"]].astype(int)
In [70]:
# Visualize the resulting clusters

# Create map
map_clusters = folium.Map(location=[latitude, longitude], zoom_start=4)

# Set color scheme for the clusters
x = np.arange(kclusters)
ys = [i + x + (i*x)**2 for i in range(kclusters)]
colors_array = cm.rainbow(np.linspace(0, 1, len(ys)))
rainbow = [colors.rgb2hex(i) for i in colors_array]

# Add markers to the map
markers_colors = []
for lat, lon, poi, cluster in zip(neighborhood_merged['Latitude'], neighborhood_merged['Longitude'], neighborhood_merged['Neighborhood'], neighborhood_merged['Cluster Labels']):
    label = folium.Popup(str(poi) + ' Cluster ' + str(cluster), parse_html=True)
    folium.CircleMarker(
        [lat, lon],
        radius=5,
        popup=label,
        color=rainbow[cluster-1],
        fill=True,
        fill_color=rainbow[cluster-1],
        fill_opacity=0.7).add_to(map_clusters)
       
map_clusters
Out[70]:

6. Examine the Clusters

In [71]:
# Cluster 1
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 0, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[71]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
122 Windsor Bar Gym / Fitness Center Gym Pool Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
145 Southmoor Park Park Gym Pool Martial Arts Dojo Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
204 Greater Greenspoint Pool Ethiopian Restaurant Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
241 South Main Gym Zoo Furniture / Home Store Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
318 Columbia Park Furniture / Home Store Skate Park Motorcycle Shop Gym Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
383 Bayview Brewery Deli / Bodega Gym Zoo Flower Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
407 Seaview Chinese Restaurant Gym Speakeasy Night Market Czech Restaurant Dance Studio Factory Falafel Restaurant Farm Farmers Market
409 Matthews Beach Gym Zoo Furniture / Home Store Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
470 Olympic Hills Pool Food Truck Gym Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
In [72]:
# Cluster 2
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 1, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[72]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
169 Cole Ramen Restaurant Zoo Fishing Spot Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
In [73]:
# Cluster 3
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 2, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[73]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
2 High Point Playground Park Chinese Restaurant Garden Vietnamese Restaurant Moving Target Fish & Chips Shop Filipino Restaurant Field Fast Food Restaurant
17 Westchester Hills/Chelsea Heights Park Pool Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
30 Candler Park Park Rental Car Location Gym Tennis Court Playground Light Rail Station Athletics & Sports Photography Studio Flower Shop Golf Course
38 Old Fourth Ward Italian Restaurant Music Venue Park Playground Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
48 East Lake Recreation Center Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
49 Chosewood Park History Museum Baseball Field Mexican Restaurant Ice Cream Shop Park Zoo Fish Market Fabric Shop Factory Falafel Restaurant
51 Vine City Golf Course History Museum Food Ice Cream Shop Park Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
55 Washington Park Park Pet Store American Restaurant Volleyball Court Gym Tennis Court Trail Light Rail Station Athletics & Sports Asian Restaurant
62 Victoria Estates Farm Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farmers Market Fast Food Restaurant
66 Glennwood Estates Playground Soccer Field Park Dog Run Tennis Court Cemetery Fish Market Fabric Shop Factory Falafel Restaurant
77 Benteen Park Ice Cream Shop Smoke Shop Music Store Shoe Store Park Mexican Restaurant Zoo Field Fast Food Restaurant Farmers Market
79 Peoplestown Auto Garage Intersection Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
82 Capitol View Park Home Service Scenic Lookout Disc Golf Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
88 College Heights Adult Boutique Park Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
91 Conley Hills Food Truck Public Art Bar Farmers Market Park Sports Bar Zoo Fish Market Fabric Shop Factory
95 Thomasville Heights Insurance Office Gym Park Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
96 Mozley Park Park Trail Wings Joint Business Service Fountain Fish & Chips Shop Exhibit Eye Doctor Fabric Shop Factory
107 Penelope Neighbors Breakfast Spot Café Park Wings Joint Food Fish Market Fish & Chips Shop Filipino Restaurant Field Zoo
108 Grove Park Park Seafood Restaurant Wings Joint Fast Food Restaurant Gas Station Light Rail Station Deli / Bodega Food & Drink Shop Athletics & Sports Zoo
112 Woodland Hills (North) Italian Restaurant Taco Place Park Bistro Flower Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
120 Valverde Park Brewery Marijuana Dispensary Dance Studio Factory Indie Theater Zoo Fast Food Restaurant Fish & Chips Shop Filipino Restaurant
121 Athmar Park Home Service Vacation Rental Art Gallery Construction & Landscaping Park Zoo Filipino Restaurant Field Fast Food Restaurant Farmers Market
127 Rosedale Park Donut Shop Golf Course Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm Farmers Market
128 Cheesman Park Garden Park Track Ice Cream Shop Bar Zoo Fish & Chips Shop Filipino Restaurant Field Farmers Market
129 Hilltop Italian Restaurant Deli / Bodega Park Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
130 Montclair Dive Bar History Museum Clothing Store Park Bus Stop Zoo Fabric Shop Factory Falafel Restaurant Farm
132 North Park Hill Park Food Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
134 University Park Cosmetics Shop Athletics & Sports Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
147 Indian Creek Cosmetics Shop Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
153 Harvey Park Lake Park Historic Site Construction & Landscaping Mexican Restaurant Zoo Farmers Market Filipino Restaurant Field Fast Food Restaurant
159 Belcaro Marijuana Dispensary Shopping Mall Park Lawyer Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
160 Washington Park Park Pet Store American Restaurant Volleyball Court Gym Tennis Court Trail Light Rail Station Athletics & Sports Asian Restaurant
166 City Park Zoo Exhibit Park Lake Music Venue Outdoor Sculpture Massage Studio Marijuana Dispensary Asian Restaurant Track Convenience Store
167 Clayton Park Market Mexican Restaurant Food Discount Store Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
174 Villa Park Park Liquor Store Food & Drink Shop Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm Farmers Market
192 Fourth Ward Hotel Gay Bar Café Portuguese Restaurant Seafood Restaurant Park Farm Farmers Market Fish Market Falafel Restaurant
199 Northshore NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
222 Westbranch Nightclub Park Business Service Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
238 Trinity/Houston Gardens NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
256 South Acres/Crestmont Park Rental Service Health & Beauty Service Park Fruit & Vegetable Store Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
265 South Park Brewery Park Italian Restaurant Skate Park Bar Flower Shop Deli / Bodega Shoe Store Library Discount Store
268 Harrisburg/Manchester Home Service Park Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
270 Lawndale/Wayside Park Flower Shop Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
273 Spring Branch West IT Services Bar Park Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm Farmers Market
281 Regina Discount Store Cosmetics Shop Garden Center Park Gym Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
283 Page Park Sculpture Garden Asian Restaurant Lake Baseball Field Food Truck Soccer Field Athletics & Sports Field Fast Food Restaurant
285 Keewaydin Yoga Studio Park Gift Shop Coffee Shop Beach Flea Market Factory Falafel Restaurant Farm Farmers Market
287 Wenonah Garden Road Baseball Field Park Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
295 Powderhorn Park Bakery Pet Store Caribbean Restaurant Park Mexican Restaurant Video Store Zoo Fish Market Factory Falafel Restaurant
299 Kenny Plaza Park Brewery Construction & Landscaping Fishing Spot Fish Market Fish & Chips Shop Filipino Restaurant Field Zoo
303 East Harriet Garden Health & Beauty Service Park Dog Run Playground Zoo Fish Market Fabric Shop Factory Falafel Restaurant
310 Shingle Creek Construction & Landscaping Baseball Field Park Lake Zoo Flea Market Factory Falafel Restaurant Farm Farmers Market
314 Jordan Lake Food Construction & Landscaping Park Zoo Fast Food Restaurant Fish & Chips Shop Filipino Restaurant Field Farmers Market
315 Willard-Hay Construction & Landscaping Park Bus Station Flower Shop Grocery Store Zoo Fish Market Fabric Shop Factory Falafel Restaurant
319 Camden Industrial Park Café Sandwich Place Liquor Store Fast Food Restaurant Coffee Shop Chinese Restaurant Food Service Field Eye Doctor
322 Windom Park Park Italian Restaurant Gas Station Pizza Place Bus Station Vietnamese Restaurant Food Flower Shop Intersection Yoga Studio
330 Waite Park Park Beer Garden Café Garden Pharmacy Food & Drink Shop Field Fish Market Fish & Chips Shop Filipino Restaurant
331 Sumner-Glenwood Clothing Store Big Box Store Gym Food Truck Warehouse Store Park Fast Food Restaurant Filipino Restaurant Field Zoo
336 Lind-Bohanon BBQ Joint Fast Food Restaurant Mexican Restaurant Park Pizza Place Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
339 King Field American Restaurant Park Toy / Game Store Bookstore Coffee Shop Salon / Barbershop Yoga Studio Falafel Restaurant Farm Factory
362 Marshall Terrace Brewery Music Venue Food Truck Park Gym Miscellaneous Shop Fishing Spot Factory Falafel Restaurant Farm
371 Excelsior Park Lake Moving Target Scenic Lookout Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
387 Lakeshore Park Gym Golf Course Pizza Place American Restaurant College Cafeteria Farmers Market Fast Food Restaurant Fish Market Field
392 Visitacion Valley Garden Music Venue Farm Park Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farmers Market
393 Golden Gate Park Park Playground Disc Golf Bus Stop Intersection Fish Market Fish & Chips Shop Filipino Restaurant Field Zoo
404 Green Lake Park New American Restaurant Playground Trail Bed & Breakfast Lake Fabric Shop Factory Falafel Restaurant Farm
408 Alki Beach Park Italian Restaurant Pharmacy Scenic Lookout Zoo Fish & Chips Shop Eye Doctor Fabric Shop Factory
412 Windermere Beach Park Zoo Furniture / Home Store Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
413 Laurelhurst Park Pharmacy Juice Bar Café Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
417 Briarcliff Bus Stop Park Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
421 South Park Brewery Park Italian Restaurant Skate Park Bar Flower Shop Deli / Bodega Shoe Store Library Discount Store
425 Fauntleroy Park Market Pizza Place American Restaurant Bus Station Boat or Ferry Bakery Farmers Market Fast Food Restaurant Farm
429 Mount Baker Pet Store Harbor / Marina Park Pizza Place Zoo Fish & Chips Shop Eye Doctor Fabric Shop Factory Falafel Restaurant
430 Roxhill Pool Intersection Soccer Field Park Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant
442 View Ridge Bus Stop Park Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
446 High Point Playground Park Chinese Restaurant Garden Vietnamese Restaurant Moving Target Fish & Chips Shop Filipino Restaurant Field Fast Food Restaurant
459 Leschi Playground Bakery Pet Store Park Pizza Place Zoo Fabric Shop Factory Falafel Restaurant Farm
482 North Delridge Skate Park Soccer Field Park Coffee Shop Bus Station Fish & Chips Shop Eye Doctor Fabric Shop Factory Falafel Restaurant
488 Cedar Park Supermarket Brewery Dog Run Vietnamese Restaurant Gas Station Park Fast Food Restaurant Fish & Chips Shop Filipino Restaurant Field
In [74]:
# Cluster 4
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 3, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[74]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
58 Lavista Park Playground Zoo Ethiopian Restaurant Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
152 University Hills Playground Zoo Ethiopian Restaurant Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
158 Cory - Merrill Pharmacy Gym / Fitness Center Playground Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
206 Kingwood Area Playground Pool Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
288 Morris Park Playground Spa Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
450 East Queen Anne Playground Park Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
In [75]:
# Cluster 5
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 4, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[75]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
8 Amal Heights Trail Furniture / Home Store Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
15 Just Us Trail Furniture / Home Store Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
105 Ashview Heights Trail Furniture / Home Store Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
274 Braeswood Place Trail Furniture / Home Store Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
In [76]:
# Cluster 6
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 5, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[76]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
16 Joyland Trail Non-Profit Fishing Spot Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
26 Ansley Park Gay Bar Trail Intersection Garden Chinese Restaurant Thai Restaurant Park Men's Store Bistro Farmers Market
32 Morningside/Lenox Park Trail Pizza Place Playground Fish & Chips Shop Event Space Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant
35 Lake Claire Park Trail Art Gallery Pool Arcade Yoga Studio Factory Falafel Restaurant Farm Farmers Market
73 Glenwood Park Trail Beer Bar Coffee Shop Restaurant New American Restaurant Pizza Place Optical Shop Grocery Store Plaza Shipping Store
74 North Ormewood Park Trail Chinese Restaurant Burger Joint Donut Shop Fast Food Restaurant Liquor Store Gym / Fitness Center Electronics Store Hot Dog Joint Dance Studio
76 Boulevard Heights Trail Scenic Lookout Flower Shop Concert Hall Arts & Crafts Store Farmers Market Filipino Restaurant Field Fast Food Restaurant Farm
81 Capitol View Manor Trail Fried Chicken Joint Concert Hall Fishing Spot Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
191 Lowry Field Skating Rink Trail Gym / Fitness Center Soccer Stadium Park Scenic Lookout Ethiopian Restaurant Event Space Exhibit Eye Doctor
194 Greater Inwood Burger Joint Trail Park Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
197 Washington Avenue Coalition/Memorial Park Burger Joint Trail Park Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
201 Spring Branch East Burger Joint Trail Park Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
253 Macgregor Trail Snack Place Spa Fountain Fish & Chips Shop Exhibit Eye Doctor Fabric Shop French Restaurant Factory
262 Alief NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
291 Hiawatha Trail Playground Bus Station Pizza Place Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
300 Armatage Trail Convenience Store Park Pizza Place Skate Park Furniture / Home Store Football Stadium Filipino Restaurant Event Space Exhibit
309 Lynnhurst Trail Pool Baseball Field Coffee Shop Playground Food Truck Filipino Restaurant Exhibit Eye Doctor Fabric Shop
365 Sea Cliff Trail Tea Room Golf Course Café Playground Scenic Lookout Beach Pharmacy Farmers Market Fast Food Restaurant
379 West of Twin Peaks Trail Park Gym Bus Stop Monument / Landmark Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
386 Diamond Heights Trail Salon / Barbershop Pharmacy Shopping Mall Baseball Field Shipping Store Coffee Shop Bus Line Bus Station Dim Sum Restaurant
390 Twin Peaks Scenic Lookout Trail Bus Station Reservoir Cupcake Shop Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant
398 Presidio Playground Wine Bar Art Gallery General Entertainment Park Trail Brewery Factory Falafel Restaurant Farm
410 Broadview Trail Concert Hall Art Gallery Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
In [77]:
# Cluster 7
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 6, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[77]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
14 Meadow Lark Estates Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
83 Adair Park Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
89 South Atlanta Park Sandwich Place Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
101 Bush Mountain Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
109 Dixie Hills Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
143 Bear Valley Park Playground Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
190 Montbello Park Food Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
436 North Beach/Blue Ridge Park Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
491 North College Park Park Community College Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
In [78]:
# Cluster 8
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 7, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[78]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
0 Tacotown Flower Shop Mexican Restaurant Breakfast Spot Park Noodle House Spa Burger Joint Yoga Studio Art Gallery Dance Studio
1 Oakland Cemetery Mexican Restaurant Pub Noodle House Breakfast Spot Coffee Shop Cycle Studio Spa Gastropub Taco Place Comedy Club
3 Atkins Park Bar Event Space Yoga Studio Thai Restaurant Gym / Fitness Center Pharmacy Pet Service Coffee Shop BBQ Joint Tiki Bar
4 Pittsburgh Gym / Fitness Center Historic Site Southern / Soul Food Restaurant Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
5 Oakland American Restaurant Fast Food Restaurant Moving Target Food Court BBQ Joint Comedy Club Pizza Place Aquarium Grocery Store Business Service
6 Loring Heights Bakery Pizza Place Coffee Shop Gun Shop Gym American Restaurant Electronics Store Gas Station Furniture / Home Store Dog Run
9 Semmes Park Food Truck Farmers Market Pub Sports Bar Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant
10 Swallow Circle/Baywood Wings Joint Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
11 West End Fast Food Restaurant Seafood Restaurant Grocery Store Discount Store Sandwich Place Southern / Soul Food Restaurant Spa Outdoor Supply Store Vegetarian / Vegan Restaurant Museum
12 Harris Chiles Concert Hall Convenience Store Park Gym American Restaurant Caribbean Restaurant Gas Station Art Museum Cosmetics Shop Farmers Market
13 Historic Westside Village Fried Chicken Joint Sports Bar Pizza Place Southern / Soul Food Restaurant Fast Food Restaurant Light Rail Station American Restaurant Gas Station Intersection Wings Joint
18 Berkeley Park Gym Gym / Fitness Center Recording Studio Video Store Brewery Breakfast Spot Burger Joint Other Repair Shop Fast Food Restaurant Chinese Restaurant
20 Harvel Homes Community Nightclub Gas Station Bookstore Bus Station Zoo Field Fishing Spot Fish Market Fish & Chips Shop Filipino Restaurant
21 Mechanicsville Restaurant Gas Station Gym / Fitness Center Sandwich Place Gym Theme Park Discount Store Convenience Store Falafel Restaurant Factory
22 Downtown Hotel Sandwich Place Coffee Shop Bar Cocktail Bar Burger Joint American Restaurant Southern / Soul Food Restaurant Fast Food Restaurant Mexican Restaurant
23 Midtown American Restaurant Hotel Clothing Store Coffee Shop Sandwich Place Spa Vietnamese Restaurant Pizza Place Bakery Mediterranean Restaurant
24 Sherwood Forest Tennis Court Golf Course Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
25 Cabbagetown Park Breakfast Spot Burger Joint Mexican Restaurant Tunnel Flower Shop Comedy Club Motorcycle Shop Trail Garden
27 Piedmont Heights Salon / Barbershop Pizza Place BBQ Joint Nail Salon Trail Grocery Store Pharmacy Sandwich Place Donut Shop Bike Shop
28 Virginia-Highland Boutique Bar Gift Shop Burger Joint Bakery Gym / Fitness Center Taco Place Gas Station Furniture / Home Store Frozen Yogurt Shop
29 Druid Hills Plaza Italian Restaurant Pizza Place Sandwich Place Bakery Japanese Restaurant Arts & Crafts Store Salon / Barbershop Pharmacy Coffee Shop
31 Sweet Auburn Bar History Museum Pizza Place Music Venue Lounge Seafood Restaurant BBQ Joint American Restaurant Café Fried Chicken Joint
34 Piedmont Park Park American Restaurant Dog Run Tennis Court Garden Spa Bar Baseball Field Gym Golf Course
36 Poncey-Highland Art Gallery American Restaurant Bar Mexican Restaurant History Museum Trail Coffee Shop Pizza Place Playground Shoe Store
37 Reynoldstown Art Gallery Restaurant Coffee Shop American Restaurant Taco Place Gym Farmers Market Southern / Soul Food Restaurant Trail Farm
39 The Bluff Nightclub Art Gallery Electronics Store History Museum Liquor Store Gym / Fitness Center Medical Center Gas Station Food Stand Fabric Shop
40 Inman Park Gym Trail Mexican Restaurant Deli / Bodega Restaurant Indian Restaurant Pet Store Dog Run Coffee Shop Salon / Barbershop
41 Little Five Points Bar Pizza Place Coffee Shop Thrift / Vintage Store Music Venue Theater Record Shop Music Store Indian Restaurant Brewery
42 Lindridge - Martin Manor Gay Bar Video Store Smoke Shop Gas Station Bakery Middle Eastern Restaurant Arts & Crafts Store Fast Food Restaurant Taco Place Shopping Plaza
43 Armour Brewery Art Gallery Coffee Shop Arts & Crafts Store Gym / Fitness Center Trail Design Studio Light Rail Station Athletics & Sports Paper / Office Supplies Store
44 Sycamore Ridge Bakery Brewery Pub Gastropub South American Restaurant Hot Dog Joint Government Building Business Service Gym Art Gallery
45 Hunter Hills Breakfast Spot Food Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
46 South River Gardens NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
47 Kirkwood Park Pet Store Spa Vegetarian / Vegan Restaurant Pizza Place Breakfast Spot Bar BBQ Joint Sandwich Place Sports Bar
50 English Avenue Furniture / Home Store Deli / Bodega Gas Station Gun Shop Southern / Soul Food Restaurant Discount Store Fried Chicken Joint Daycare Factory Farm
52 Georgia Tech Coffee Shop Fast Food Restaurant Bus Stop Food Court Sandwich Place Athletics & Sports Bakery College Theater Plaza Donut Shop
53 Home Park Paper / Office Supplies Store Sandwich Place Pizza Place Japanese Restaurant Diner Tattoo Parlor Middle Eastern Restaurant Gym Mediterranean Restaurant Hookah Bar
54 Atlantic Station Clothing Store American Restaurant Pizza Place Boutique Pharmacy Park Coffee Shop Restaurant Dog Run Sandwich Place
56 Bankhead Gun Shop Zoo Furniture / Home Store Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
57 Knight Park/Howell Station Brewery Smoke Shop Pharmacy Liquor Store Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
59 Merry Hills Beer Garden Gaming Cafe Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field Filipino Restaurant
60 North Druid Hills Furniture / Home Store Record Shop Pool Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
61 Biltmore Acres Speakeasy Garden Basketball Court Pool Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
63 Oakhurst Mexican Restaurant Butcher Discount Store Event Space Park Pet Store Tennis Court Cocktail Bar Coffee Shop Pizza Place
64 Decatur Heights Art Gallery Pool Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
65 Great Lakes Train Station Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
67 Lenox Place Pub Trail Gym Dog Run Playground Martial Arts Dojo Filipino Restaurant Exhibit Eye Doctor Fabric Shop
68 Winnona Park Soccer Field Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
69 West Lake NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
70 Colonial Hills Massage Studio Sandwich Place Jazz Club Liquor Store Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
71 Summerhill Park BBQ Joint Liquor Store Bakery Gym / Fitness Center Monument / Landmark History Museum Athletics & Sports Parking Baseball Stadium
72 Grant Park Zoo Exhibit Cosmetics Shop Playground Park Food Truck Snack Place Rock Climbing Spot Pool Music Venue Ice Cream Shop
75 Ormewood Park Cosmetics Shop Ice Cream Shop Thai Restaurant Gym / Fitness Center Seafood Restaurant Coffee Shop Pizza Place Shopping Mall Convenience Store Italian Restaurant
78 Capitol Gateway American Restaurant Rental Car Location Women's Store Intersection Business Service Convenience Store Park Food Court Zoo Filipino Restaurant
80 Jefferson Park Park American Restaurant Mexican Restaurant Salon / Barbershop Brewery Seafood Restaurant Cocktail Bar Southern / Soul Food Restaurant Pizza Place Aquarium
84 Sylvan Hills BBQ Joint Gas Station Moving Target Flower Shop Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
85 Perkerson Gas Station Convenience Store Pizza Place Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
86 Hammond Park Pharmacy Home Service Zoo Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
87 Mak Historic District Garden Gym / Fitness Center Pool Planetarium Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
90 Frog Hollow Wings Joint Breakfast Spot Burger Joint Vegetarian / Vegan Restaurant Pizza Place BBQ Joint Southern / Soul Food Restaurant Dance Studio Farm Farmers Market
92 Egan Park Hotel Airport Lounge Cajun / Creole Restaurant Fast Food Restaurant Park Gastropub American Restaurant Gas Station Seafood Restaurant Mexican Restaurant
93 Lakewood Heights Rental Service Football Stadium Convenience Store Park Gas Station Home Service Dive Bar Food Fast Food Restaurant Filipino Restaurant
94 Betmar La Villa Music Venue Rock Club Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
97 Polar Rock NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
98 West Midtown Coffee Shop Furniture / Home Store American Restaurant Art Gallery Shopping Plaza Gym Bar Southern / Soul Food Restaurant Taco Place Dive Bar
99 Atlanta University Center Café Pizza Place Art Museum Bookstore Park Sandwich Place Community Center Field Fish Market Fish & Chips Shop
100 Oakland City Art Gallery Boutique Gas Station Paper / Office Supplies Store Vegetarian / Vegan Restaurant Light Rail Station Zoo Field Fish & Chips Shop Filipino Restaurant
102 Underwood Hills Men's Store Chinese Restaurant Plaza Furniture / Home Store General Entertainment Theater Massage Studio Brewery Design Studio Fondue Restaurant
103 Future Westside Park Furniture / Home Store Campground Other Great Outdoors Business Service Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
106 Venetian Hills Cosmetics Shop Clothing Store Home Service Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
111 Collier Heights Shop & Service Scenic Lookout Zoo Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
113 Woodland Hills (South) Pizza Place Discount Store Gas Station Chinese Restaurant Pawn Shop Grocery Store Clothing Store Fast Food Restaurant Mobile Phone Shop Southern / Soul Food Restaurant
115 Sunnyside Coffee Shop Restaurant Breakfast Spot Cajun / Creole Restaurant Park Cheese Shop Marijuana Dispensary New American Restaurant Grocery Store Seafood Restaurant
116 Highland American Restaurant Italian Restaurant New American Restaurant Bar Food Truck Cocktail Bar Pizza Place Sushi Restaurant Mexican Restaurant Tapas Restaurant
117 Globeville Intersection Bar Dive Bar Sporting Goods Shop Music Venue Circus Clothing Store Fish Market Fish & Chips Shop Filipino Restaurant
118 Jefferson Park Park American Restaurant Mexican Restaurant Salon / Barbershop Brewery Seafood Restaurant Cocktail Bar Southern / Soul Food Restaurant Pizza Place Aquarium
119 Sun Valley Taco Place Pharmacy Discount Store Light Rail Station Gym Café Hot Dog Joint Convenience Store Football Stadium Falafel Restaurant
123 Northeast Park Hill Fruit & Vegetable Store Music Venue Marijuana Dispensary Bakery Coffee Shop Arts & Crafts Store Soccer Field Zoo Fast Food Restaurant Filipino Restaurant
124 Elyria Swansea Farm Food Boxing Gym Mexican Restaurant Marijuana Dispensary Construction & Landscaping Park Basketball Court Light Rail Station Fish & Chips Shop
126 University Pizza Place Mexican Restaurant Coffee Shop Sandwich Place Korean Restaurant College Rec Center Café Breakfast Spot Asian Restaurant Clothing Store
131 Hale Music Venue Playground Park Thrift / Vintage Store Pharmacy Liquor Store Home Service Breakfast Spot Design Studio Flea Market
133 South Park Hill Convenience Store Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
135 Platt Park Sushi Restaurant Women's Store Coffee Shop Mexican Restaurant Pizza Place Flower Shop Malay Restaurant Farmers Market Bike Rental / Bike Share Japanese Restaurant
136 College View/South Platte Electronics Store Gym / Fitness Center Zoo Exhibit Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
137 Overland Brewery Restaurant Fast Food Restaurant Park Rock Club Gym / Fitness Center Golf Course Café Marijuana Dispensary Breakfast Spot
138 Ruby Hill NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
139 Kennedy American Restaurant Golf Course Pet Store Moving Target Theme Park Ride / Attraction Zoo Fast Food Restaurant Fish & Chips Shop Filipino Restaurant Field
140 Hampden Home Service Pizza Place Zoo Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
141 Baker Pizza Place Marijuana Dispensary Paper / Office Supplies Store Coffee Shop Clothing Store Eastern European Restaurant Breakfast Spot Residential Building (Apartment / Condo) Bar Thrift / Vintage Store
146 Hampden South Chinese Restaurant Thai Restaurant Mobile Phone Shop Fast Food Restaurant Electronics Store Discount Store Smoke Shop Video Store Mediterranean Restaurant American Restaurant
148 Goldsmith Italian Restaurant Bank Mediterranean Restaurant Discount Store Mexican Restaurant Sandwich Place Fast Food Restaurant Coffee Shop Pool Hall Zoo
150 Gateway/Green Valley Ranch Fried Chicken Joint Sandwich Place Fast Food Restaurant Pizza Place Restaurant Cosmetics Shop Asian Restaurant Pharmacy Discount Store Liquor Store
151 DIA NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
155 Westwood Mexican Restaurant African Restaurant Fast Food Restaurant BBQ Joint Discount Store Chinese Restaurant Marijuana Dispensary Liquor Store Gym / Fitness Center Filipino Restaurant
156 East Colfax Mexican Restaurant Fast Food Restaurant Restaurant Pizza Place Diner Video Store Dive Bar Coffee Shop Latin American Restaurant Clothing Store
157 Auraria Light Rail Station Circus American Restaurant Food Truck Fast Food Restaurant Theme Park Sports Bar Hotel Sporting Goods Shop Convenience Store
161 Washington Park West Sandwich Place Moving Target Coffee Shop Dive Bar Herbs & Spices Store Football Stadium Fish Market Eye Doctor Fabric Shop Factory
162 Speer Massage Studio Cosmetics Shop Trade School Gym Park Coffee Shop Café Breakfast Spot Sushi Restaurant Bar
163 Cherry Creek Clothing Store Cosmetics Shop Furniture / Home Store Optical Shop Asian Restaurant American Restaurant Coffee Shop Restaurant Jewelry Store Boutique
164 Country Club Fish Market Golf Course American Restaurant Coffee Shop Print Shop Field Fish & Chips Shop Filipino Restaurant Zoo Fishing Spot
165 Congress Park Yoga Studio Bus Station Tapas Restaurant Pharmacy Gift Shop Tennis Court Zoo Filipino Restaurant Fish Market Fish & Chips Shop
168 Skyland Botanical Garden Shop & Service Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
170 Marston Ice Cream Shop Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
171 Washington Virginia Vale Bagel Shop Pizza Place Japanese Restaurant Sushi Restaurant Park Shipping Store BBQ Joint Grocery Store Greek Restaurant Liquor Store
172 Barnum Market Food Convenience Store Construction & Landscaping Lawyer Hookah Bar Fast Food Restaurant Fish & Chips Shop Filipino Restaurant Field
173 Barnum West Home Service Fast Food Restaurant Hotel Zoo Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant
175 West Colfax Mexican Restaurant Coffee Shop American Restaurant Brewery Movie Theater Bar Fast Food Restaurant Pizza Place Video Store Massage Studio
176 West Highland Pizza Place Mexican Restaurant Coffee Shop Bar Sushi Restaurant American Restaurant Flower Shop Restaurant Indian Restaurant Bank
177 Sloan Lake Garden Center Garden Wine Shop Art Gallery Bar Mexican Restaurant Field Fish Market Fish & Chips Shop Filipino Restaurant
178 Berkeley Coffee Shop Breakfast Spot American Restaurant Mexican Restaurant Brewery Italian Restaurant Bakery Pizza Place BBQ Joint Baby Store
179 Regis Liquor Store Burrito Place Golf Course Convenience Store Thrift / Vintage Store Food Fish & Chips Shop Filipino Restaurant Field Fast Food Restaurant
180 Lincoln Park Café Brewery Steakhouse Comedy Club Baseball Field Field Fishing Spot Fish Market Fish & Chips Shop Filipino Restaurant
181 City Park West American Restaurant Brewery Pizza Place Coffee Shop Pharmacy Thai Restaurant Mexican Restaurant Breakfast Spot Men's Store Taco Place
182 Whittier Vietnamese Restaurant Coffee Shop Café Pizza Place Caribbean Restaurant Bar Grocery Store BBQ Joint Sandwich Place Bakery
183 Capitol Hill Pizza Place Pub Convenience Store Breakfast Spot Music Venue Music Store Bookstore Bed & Breakfast Bar Clothing Store
184 North Capitol Hill Coffee Shop American Restaurant Burger Joint Noodle House Bar Gay Bar Pizza Place Asian Restaurant Chiropractor Liquor Store
185 Civic Center Sandwich Place Gym / Fitness Center Bakery Italian Restaurant Spa Coffee Shop Gym Yoga Studio French Restaurant Park
186 CBD Hotel American Restaurant Sandwich Place Theater Steakhouse Coffee Shop Italian Restaurant Food Truck Pizza Place Restaurant
187 Union Station Restaurant Mexican Restaurant Coffee Shop Hotel American Restaurant Bar Sandwich Place Cocktail Bar Italian Restaurant Optical Shop
188 Five Points Brewery Bar Coffee Shop Rock Club Bakery Burger Joint Italian Restaurant Food Truck Sushi Restaurant Pizza Place
189 Stapleton Shipping Store Home Service Zoo Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
193 Greater Uptown Chinese Restaurant Food Yoga Studio Vegetarian / Vegan Restaurant Fruit & Vegetable Store Bar Pharmacy Liquor Store Grocery Store American Restaurant
195 Greater Hobby Area Tex-Mex Restaurant Italian Restaurant Wings Joint Rental Car Location Mexican Restaurant Sports Bar Burger Joint Cajun / Creole Restaurant Restaurant Vietnamese Restaurant
196 Eldridge/West Oaks Gas Station Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
200 Minnetex NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
202 Spring Branch North Fast Food Restaurant Business Service Park American Restaurant Sporting Goods Shop Baseball Field Flower Shop Farmers Market Fishing Spot Field
203 Langwood Business Service Construction & Landscaping Taco Place Zoo Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
205 Iah/Airport Area Rental Car Location Fast Food Restaurant Mexican Restaurant Airport Terminal Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm
207 Lake Houston Stables Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
209 Ost/South Union Pizza Place Deli / Bodega Coffee Shop Liquor Store Moving Target Sports Bar Gym Indian Restaurant Convenience Store Gym / Fitness Center
210 Meadowbrook/Allendale Food Court Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
211 Museum Park Science Museum Trail Garden Sushi Restaurant Korean Restaurant Planetarium Doctor's Office History Museum Food American Restaurant
212 Greenway/Upper Kirby Area Coffee Shop Food Truck Hotel Seafood Restaurant Liquor Store Clothing Store Pet Store Mexican Restaurant Chinese Restaurant Video Game Store
213 Mid West Restaurant Gym Snack Place Bakery Transportation Service Mexican Restaurant Fast Food Restaurant American Restaurant Movie Theater Big Box Store
214 Midtown American Restaurant Hotel Clothing Store Coffee Shop Sandwich Place Spa Vietnamese Restaurant Pizza Place Bakery Mediterranean Restaurant
216 Memorial Automotive Shop Bank Coffee Shop Department Store Bookstore Farm Farmers Market Falafel Restaurant Flower Shop Fast Food Restaurant
217 Settegast Discount Store Other Repair Shop Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
218 Addicks/Park Ten Outdoors & Recreation Zoo Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field
219 Second Ward Mattress Store Burger Joint Mexican Restaurant Fast Food Restaurant Taco Place Pizza Place Clothing Store Bar Farmers Market Farm
220 Independence Heights Fried Chicken Joint Discount Store Shoe Store BBQ Joint Fountain Fish & Chips Shop Exhibit Eye Doctor Fabric Shop Factory
221 Downtown Hotel Sandwich Place Coffee Shop Bar Cocktail Bar Burger Joint American Restaurant Southern / Soul Food Restaurant Fast Food Restaurant Mexican Restaurant
223 Clinton Park Tri-Community Tourist Information Center Zoo Furniture / Home Store Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
225 Greater Fifth Ward Arts & Entertainment Food Truck Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
226 Denver Harbor/Port Houston NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
227 Lazy Brook/Timbergrove Gym / Fitness Center Convenience Store Video Store Restaurant Music Store Shoe Store Park Gym Farm Fast Food Restaurant
228 Greater Heights Salon / Barbershop Pizza Place Trail Performing Arts Venue Dance Studio Gift Shop Park Spa Art Gallery Opera House
229 Kashmere Gardens Fast Food Restaurant Cosmetics Shop Fish Market Bus Stop Zoo Flower Shop Fabric Shop Factory Falafel Restaurant Farm
230 Northside Village Mexican Restaurant Italian Restaurant Dessert Shop American Restaurant Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
231 Sharpstown Fast Food Restaurant Pizza Place Recreation Center Food Fried Chicken Joint Thrift / Vintage Store Pharmacy Locksmith Latin American Restaurant Convenience Store
232 El Dorado/Oates Prairie NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
233 Westbury Tennis Court Theater Food Coffee Shop Dive Bar Zoo Fabric Shop Factory Falafel Restaurant Farm
234 Spring Branch Central Business Service Health & Beauty Service Steakhouse Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
235 Hunterwood NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
236 Willow Meadows/Willowbend Area Electronics Store Food Truck Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
237 Central Northwest Burger Joint Discount Store Convenience Store Flower Shop Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
239 Braeburn Caribbean Restaurant Clothing Store Mexican Restaurant Sporting Goods Shop Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
242 Eastex/Jensen Area Fast Food Restaurant Fried Chicken Joint Gas Station Discount Store Business Service Grocery Store Pizza Place Sandwich Place Shoe Store Farm
243 Medical Center Area Hotel Fast Food Restaurant Coffee Shop American Restaurant Sandwich Place Restaurant BBQ Joint Gym / Fitness Center Mexican Restaurant Smoothie Shop
244 East Houston BBQ Joint Wine Bar Discount Store Food & Drink Shop Liquor Store Falafel Restaurant Factory Farm Fishing Spot Farmers Market
245 Acres Home Burger Joint Home Service Bus Station Intersection Fish Market Fish & Chips Shop Filipino Restaurant Field Fast Food Restaurant Zoo
246 Northside/Northline Bakery Food Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
247 Hidden Valley Cosmetics Shop Food Hotel Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
249 Willowbrook Hotel Furniture / Home Store Lingerie Store Sports Bar Discount Store Chinese Restaurant Arcade Movie Theater Bakery Gym / Fitness Center
250 Fairbanks/Northwest Crossing Convenience Store Cosmetics Shop Ice Cream Shop Health & Beauty Service Fried Chicken Joint Seafood Restaurant Mexican Restaurant Asian Restaurant Mobile Phone Shop Hotel
251 Gulfton Food Truck Soccer Field Mexican Restaurant Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
252 Westwood Mexican Restaurant African Restaurant Fast Food Restaurant BBQ Joint Discount Store Chinese Restaurant Marijuana Dispensary Liquor Store Gym / Fitness Center Filipino Restaurant
255 Fondren Gardens NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
259 Gulfgate Riverview/Pine Valley Mexican Restaurant Seafood Restaurant Pizza Place Sandwich Place Zoo Ethiopian Restaurant Exhibit Eye Doctor Fabric Shop Factory
260 Sunnyside Coffee Shop Restaurant Breakfast Spot Cajun / Creole Restaurant Park Cheese Shop Marijuana Dispensary New American Restaurant Grocery Store Seafood Restaurant
261 Westchase Pharmacy Fast Food Restaurant Coffee Shop Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
263 Pecan Park Convenience Store Travel & Transport Taco Place Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
264 Clear Lake NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
266 Astrodome Area Japanese Restaurant Moving Target Pizza Place Chinese Restaurant Gym Sports Bar Food Truck Auto Garage Trail Fabric Shop
267 Park Place Construction & Landscaping Burger Joint Other Repair Shop Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
269 University Place Tennis Stadium College Football Field Farmers Market Indie Movie Theater Art Gallery Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant
271 Greater Third Ward Pizza Place Asian Restaurant Coffee Shop Vietnamese Restaurant Burger Joint Fast Food Restaurant Seafood Restaurant Light Rail Station Filipino Restaurant Field
272 Greater Eastwood Mexican Restaurant Art Gallery Fast Food Restaurant Liquor Store Dry Cleaner Burger Joint Music Store Café Restaurant Thai Restaurant
275 Meyerland Area Department Store Clothing Store Women's Store Furniture / Home Store Accessories Store Cosmetics Shop Health & Beauty Service Mobile Phone Shop Miscellaneous Shop Jewelry Store
276 Magnolia Park Snack Place Athletics & Sports Mexican Restaurant Beer Garden Zoo Fishing Spot Factory Falafel Restaurant Farm Farmers Market
277 Afton Oaks/River Oaks Area Women's Store Furniture / Home Store Clothing Store Bank Cosmetics Shop Cupcake Shop Bistro Lingerie Store Chinese Restaurant Shopping Mall
278 Briarforest Area Grocery Store Cajun / Creole Restaurant Pizza Place Bakery Martial Arts Dojo Storage Facility Gym / Fitness Center Mexican Restaurant Fast Food Restaurant Asian Restaurant
279 Neartown - Montrose Coffee Shop Cosmetics Shop Pizza Place Art Gallery Pub Italian Restaurant Bar Thai Restaurant Hardware Store Thrift / Vintage Store
282 Northrup Massage Studio Tattoo Parlor Gluten-free Restaurant Pizza Place Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant
284 Hale Music Venue Playground Park Thrift / Vintage Store Pharmacy Liquor Store Home Service Breakfast Spot Design Studio Flea Market
289 Minnehaha Lounge Music Venue Border Crossing Light Rail Station Fast Food Restaurant Fish Market Fish & Chips Shop Filipino Restaurant Field Zoo
290 Ericsson Tennis Court Lake Playground Soccer Field Stables Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
292 Howe Hobby Shop Restaurant Wine Bar Coffee Shop Indie Movie Theater Farm Filipino Restaurant Field Fast Food Restaurant Farmers Market
293 Standish Lounge Coffee Shop Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
296 Lyndale Butcher Fast Food Restaurant Chinese Restaurant Ramen Restaurant Thrift / Vintage Store Poke Place Park Bus Station Gym Filipino Restaurant
297 ECCO Bus Station Scenic Lookout Massage Studio Cosmetics Shop Playground Juice Bar Shoe Store Coffee Shop Ice Cream Shop Beach
298 Fulton Pizza Place Coffee Shop Thrift / Vintage Store Gourmet Shop Antique Shop Pet Store Shipping Store Art Gallery Gym Field
301 Tangletown Spa BBQ Joint Other Great Outdoors Mexican Restaurant Hobby Shop Grocery Store Arts & Crafts Store Soccer Stadium Playground Chinese Restaurant
302 Windom Brewery American Restaurant Gym / Fitness Center Soccer Field Athletics & Sports Hotel Taco Place Video Store Spa Garden Center
304 Lowry Hill East Pizza Place Coffee Shop Record Shop American Restaurant Café Mexican Restaurant Asian Restaurant Breakfast Spot Boutique Yoga Studio
305 Phillips Coffee Shop Deli / Bodega Food Court Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
306 Stevens Square Coffee Shop Park Theater Gay Bar Bar Gym Thrift / Vintage Store Grocery Store Toy / Game Store BBQ Joint
307 West Calhoun Ice Cream Shop Juice Bar Grocery Store Liquor Store Mexican Restaurant Trail Sushi Restaurant Coffee Shop Supplement Shop Burger Joint
308 Linden Hills Park Bakery Italian Restaurant Arts & Crafts Store Pet Store Coffee Shop Snack Place Café Butcher Food Truck
311 Humboldt Industrial Train Station Construction & Landscaping Other Repair Shop Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
312 Webber-Camden Convenience Store Bar Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
313 Cleveland Music Venue Concert Hall Home Service Zoo Fishing Spot Eye Doctor Fabric Shop Factory Falafel Restaurant Farm
317 Cedar-Isles Spa Bookstore Pet Store Sandwich Place Bike Rental / Bike Share Falafel Restaurant Health Food Store Locksmith Tourist Information Center Burger Joint
320 Bottineau Park Gym / Fitness Center Convenience Store Liquor Store Building Dive Bar Bar Theme Restaurant Harbor / Marina Beer Garden
321 Logan Park Art Gallery Brewery Convenience Store Gym Hot Dog Joint Ice Cream Shop Sandwich Place Park Distillery Antique Shop
323 Mid-City Industrial Theater Art Gallery Music Store Pet Store Coffee Shop Deli / Bodega Gift Shop Zoo Filipino Restaurant Field
324 Marcy-Holmes American Restaurant Café Historic Site Greek Restaurant Warehouse Store Art Gallery Bus Station Intersection New American Restaurant Hotel
325 Prospect Park Gym Hotel Park Bus Line Scenic Lookout Fast Food Restaurant Grocery Store Mexican Restaurant Pizza Place Sports Bar
326 Lowry Hill Electronics Store Park New American Restaurant Mini Golf Garden Art Museum Baseball Stadium Soccer Field Hockey Arena Filipino Restaurant
327 Downtown West Coffee Shop Hotel Sandwich Place Pizza Place Bakery Salad Place American Restaurant Office Food Truck Sushi Restaurant
328 Cedar-Riverside Sandwich Place Bar Bagel Shop Pizza Place Chinese Restaurant Gym Greek Restaurant Skating Rink Coffee Shop Asian Restaurant
329 Northeast Park Fast Food Restaurant Sandwich Place Arts & Crafts Store Coffee Shop Building Shoe Store Shipping Store Smoke Shop Liquor Store Mexican Restaurant
333 Hawthorne Antique Shop Video Store Construction & Landscaping Concert Hall Fast Food Restaurant Fish Market Fish & Chips Shop Filipino Restaurant Field Farm
334 St. Anthony West Fast Food Restaurant Farmers Market Middle Eastern Restaurant Park Playground Food Truck Dive Bar Bowling Alley Farm Falafel Restaurant
335 Folwell Dessert Shop Brewery Bus Stop Intersection Bus Station Zoo Fishing Spot Fish Market Fish & Chips Shop Filipino Restaurant
337 Victory Playground Spa Plaza Theater Road Ramen Restaurant Fabric Shop Factory Falafel Restaurant Farm
338 Field Pizza Place American Restaurant Gym / Fitness Center BBQ Joint Clothing Store Chinese Restaurant Travel & Transport Comfort Food Restaurant Spa Ice Cream Shop
340 CARAG Coffee Shop Yoga Studio Park Music Store Ice Cream Shop Café Pizza Place Playground Comic Shop Bus Station
341 Central Bar Coffee Shop Sandwich Place Food Truck Asian Restaurant Gay Bar Gym Sushi Restaurant Hotel Grocery Store
342 Longfellow Fast Food Restaurant Japanese Restaurant Dive Bar Latin American Restaurant Gift Shop Himalayan Restaurant Pharmacy Diner Mexican Restaurant Auto Garage
343 Corcoran Music Store Outdoor Supply Store Train Hobby Shop Theater American Restaurant Fabric Shop Factory Falafel Restaurant Farm
344 Cooper Coffee Shop Furniture / Home Store Diner Fast Food Restaurant Mexican Restaurant Liquor Store Asian Restaurant Pizza Place Playground Gift Shop
345 Whittier Vietnamese Restaurant Coffee Shop Café Pizza Place Caribbean Restaurant Bar Grocery Store BBQ Joint Sandwich Place Bakery
346 East Isles Pizza Place Coffee Shop Mexican Restaurant Boutique Café Diner Asian Restaurant Theater Electronics Store Track
347 Kenwood American Restaurant Café Tailor Shop Bakery Trail Arts & Crafts Store Bookstore Fishing Spot Fish Market Fish & Chips Shop
349 Nicollet Island Park Bus Station Gym Japanese Restaurant Pizza Place Burger Joint Spa Gay Bar Mexican Restaurant Event Space
350 Near North Health & Beauty Service Wine Bar Bus Station Miscellaneous Shop Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
351 North Loop Bar Brewery Food Truck Thrift / Vintage Store Gym / Fitness Center Coffee Shop Spa American Restaurant Asian Restaurant Deli / Bodega
352 Elliot Park Coffee Shop Hospital BBQ Joint Football Stadium Brewery Greek Restaurant Café Park Sports Bar Outdoors & Recreation
353 Downtown East Theater Bar Brewery American Restaurant Thai Restaurant Grocery Store Beer Store Football Stadium Sports Club Non-Profit
354 University Pizza Place Mexican Restaurant Coffee Shop Sandwich Place Korean Restaurant College Rec Center Café Breakfast Spot Asian Restaurant Clothing Store
355 Seward Bar Bowling Alley American Restaurant Electronics Store Gym Liquor Store Sandwich Place Latin American Restaurant Organic Grocery Playground
356 Loring Park Coffee Shop Music Venue Sushi Restaurant Liquor Store Seafood Restaurant Hotel Salon / Barbershop Gym New American Restaurant Gay Bar
358 Beltrami Brewery Gay Bar Asian Restaurant Café Playground Chinese Restaurant Food Truck Fish Market Fabric Shop Factory
359 St. Anthony East Dive Bar Gay Bar Hot Dog Joint Brewery Scenic Lookout Asian Restaurant Park Karaoke Bar Ice Cream Shop Rock Club
360 Sheridan Dive Bar American Restaurant Art Gallery Bar Bookstore Coffee Shop Cocktail Bar Café Grocery Store Fish & Chips Shop
361 Holland Salon / Barbershop Museum Café Gym Theater Fast Food Restaurant Karaoke Bar Dive Bar Farmers Market Fishing Spot
363 Audubon Park Pharmacy Convenience Store Bakery Movie Theater Pizza Place Thrift / Vintage Store Flea Market Coffee Shop American Restaurant Park
366 Marina Pizza Place Gym / Fitness Center Sushi Restaurant Cosmetics Shop Park French Restaurant Diner Mexican Restaurant Spa Clothing Store
367 Pacific Heights Park Women's Store Cosmetics Shop Thrift / Vintage Store Newsstand Liquor Store Bar Grocery Store Mediterranean Restaurant Beer Store
368 Nob Hill Italian Restaurant Café Bar Wine Bar Deli / Bodega Hotel American Restaurant Cosmetics Shop Pet Store Gym
369 Presidio Heights Park Women's Store Cosmetics Shop Thrift / Vintage Store Newsstand Liquor Store Bar Grocery Store Mediterranean Restaurant Beer Store
370 Downtown/Civic Center Vietnamese Restaurant Thai Restaurant Coffee Shop Theater Music Venue American Restaurant Cocktail Bar Vegetarian / Vegan Restaurant Beer Bar Sandwich Place
372 Bernal Heights Park Coffee Shop Bakery Italian Restaurant Gourmet Shop Trail Liquor Store Asian Restaurant Gay Bar Peruvian Restaurant
373 Western Addition Ice Cream Shop Cosmetics Shop Tea Room Japanese Restaurant Grocery Store Shopping Mall Creperie Furniture / Home Store Gift Shop New American Restaurant
374 Chinatown Chinese Restaurant Bubble Tea Shop Bakery Cocktail Bar Coffee Shop Dim Sum Restaurant American Restaurant Vietnamese Restaurant Men's Store Hotel
375 North Beach Coffee Shop Hotel Ice Cream Shop Seafood Restaurant Diner Café Tour Provider Bakery Grocery Store Dive Bar
376 Haight Ashbury Boutique Thrift / Vintage Store Coffee Shop Pizza Place Clothing Store Café Gift Shop Breakfast Spot Bookstore Thai Restaurant
377 Outer Mission Mexican Restaurant Latin American Restaurant Pizza Place Vietnamese Restaurant Bubble Tea Shop Chinese Restaurant Bar Bakery Marijuana Dispensary Clothing Store
378 Crocker Amazon Café Restaurant Scenic Lookout Bus Station Liquor Store Basketball Court Gastropub Pharmacy Tennis Court Farm
380 South of Market Coffee Shop Marijuana Dispensary Vietnamese Restaurant Café Wine Bar Gym / Fitness Center Gym Sports Bar Arts & Crafts Store Art Gallery
381 Potrero Hill Café Park Grocery Store Brewery Bar Coffee Shop Playground Print Shop Health & Beauty Service Hill
382 Inner Richmond Japanese Restaurant Bakery Korean Restaurant Sushi Restaurant Thai Restaurant Vietnamese Restaurant Bar Asian Restaurant Chinese Restaurant BBQ Joint
384 Noe Valley Coffee Shop Gift Shop American Restaurant Breakfast Spot Mexican Restaurant Bookstore Sushi Restaurant Italian Restaurant Burger Joint Park
385 Inner Sunset Ice Cream Shop Breakfast Spot Sandwich Place Bakery Vietnamese Restaurant Coffee Shop Chinese Restaurant Salad Place Peruvian Restaurant Dance Studio
388 Russian Hill Park Coffee Shop Sushi Restaurant Garden Dive Bar Diner Italian Restaurant Liquor Store Gym / Fitness Center Wine Bar
389 Treasure Island/YBI Athletics & Sports Flea Market Baseball Field Gym American Restaurant Park Grocery Store Island Farmers Market Fish Market
391 Outer Richmond Chinese Restaurant Japanese Restaurant Pizza Place Sandwich Place Café Bakery Sporting Goods Shop Vietnamese Restaurant Bus Station Spa
394 Parkside Park Gym Weight Loss Center Art Gallery Tennis Court Farmers Market Pet Store Japanese Restaurant Food Truck Bubble Tea Shop
395 Financial District Coffee Shop Hotel Food Truck Italian Restaurant Gym Café Sandwich Place Gym / Fitness Center Japanese Restaurant Steakhouse
397 Mission Café Art Gallery New American Restaurant Mexican Restaurant Music Venue Bar Bakery Italian Restaurant Yoga Studio Dance Studio
399 Castro/Upper Market Gay Bar Coffee Shop New American Restaurant Pet Store Thai Restaurant Deli / Bodega American Restaurant Arts & Crafts Store Seafood Restaurant Yoga Studio
400 Outer Sunset Chinese Restaurant Dumpling Restaurant Gastropub Toy / Game Store Gym / Fitness Center Café Pizza Place Korean Restaurant Optical Shop Japanese Restaurant
401 Glen Park Trail Coffee Shop Breakfast Spot Mexican Restaurant Bakery Park Gym Chinese Restaurant Grocery Store Library
402 Adams Coffee Shop Cocktail Bar Ice Cream Shop Mexican Restaurant Burger Joint Sushi Restaurant Bar Bakery Sandwich Place Clothing Store
403 Wallingford Coffee Shop Japanese Restaurant Pharmacy Thai Restaurant Bookstore Bus Line Pub Bar Fried Chicken Joint Clothing Store
405 Sand Point Food Truck Tennis Court Dog Run Theater Soccer Field Playground Amphitheater Night Market Rugby Pitch Indie Movie Theater
406 University District Coffee Shop Thai Restaurant Sandwich Place Vietnamese Restaurant Asian Restaurant Korean Restaurant Japanese Restaurant Mediterranean Restaurant Middle Eastern Restaurant Bus Station
411 Sunset Hill Harbor / Marina Playground Boat or Ferry Coffee Shop Park Post Office Board Shop Gas Station Farmers Market Fishing Spot
414 Eastlake Sandwich Place Italian Restaurant Coffee Shop Pizza Place Bus Stop Mexican Restaurant Ethiopian Restaurant Playground Burger Joint Furniture / Home Store
415 South Lake Union Coffee Shop Food Truck Mexican Restaurant American Restaurant Vegetarian / Vegan Restaurant Bar Café Boxing Gym Burger Joint Sporting Goods Shop
418 Whittier Heights Bar Furniture / Home Store Vietnamese Restaurant Pizza Place Cocktail Bar Park Caribbean Restaurant Food Truck Breakfast Spot Greek Restaurant
419 Interbay Bus Stop Golf Course Bike Shop Gymnastics Gym Basketball Court Pet Store Liquor Store Electronics Store Gym Arts & Crafts Store
420 Georgetown Café Gas Station Outdoor Sculpture Park Gym / Fitness Center Food Print Shop Sandwich Place Bakery Hawaiian Restaurant
422 Harbor Island NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
423 Industrial District Japanese Restaurant Warehouse Store Food Truck Burger Joint Food Service Train Station Coffee Shop Arts & Crafts Store Pizza Place Kitchen Supply Store
424 Crown Hill Pet Store Pizza Place Burger Joint Coffee Shop Mexican Restaurant Taco Place Sports Bar Sandwich Place Falafel Restaurant Factory
426 North Beacon Hill Pub Mexican Restaurant Coffee Shop Café Japanese Restaurant Pizza Place Peking Duck Restaurant Bakery Mediterranean Restaurant Grocery Store
427 Dunlap Electronics Store Mexican Restaurant Discount Store Coffee Shop Tennis Court Vietnamese Restaurant Pool Fast Food Restaurant Pharmacy Grocery Store
428 Rainier Beach Garden Baseball Field Dessert Shop Flower Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field
431 Seward Park Farmers Market Art Gallery Scenic Lookout Zoo Fish Market Exhibit Eye Doctor Fabric Shop Factory Falafel Restaurant
433 Madison Park Track Ice Cream Shop Ski Area Bank Dry Cleaner Soccer Field Coffee Shop Vietnamese Restaurant Flower Shop Golf Course
434 Stevens Bakery Playground Gourmet Shop Bus Station Greek Restaurant Bar Coffee Shop Vietnamese Restaurant Taco Place Fish Market
435 Loyal Heights Pizza Place Food Truck Soccer Field Park Coffee Shop Zoo Fish & Chips Shop Eye Doctor Fabric Shop Factory
437 Yesler Terrace Vietnamese Restaurant Chinese Restaurant Performing Arts Venue Noodle House Poke Place Ethiopian Restaurant History Museum Sandwich Place Massage Studio Bus Stop
438 West Woodland Brewery Food Truck Coffee Shop Gastropub Gymnastics Gym Gym Grocery Store Beer Bar Pizza Place Chinese Restaurant
439 Wedgwood Coffee Shop Park Gym Video Store ATM Steakhouse Dance Studio Pub Supermarket Lounge
440 Phinney Ridge Zoo Exhibit Pub Park Dessert Shop Trail Food Truck Thai Restaurant Salon / Barbershop Playground Pizza Place
441 Fremont Bar Coffee Shop Pub Pizza Place Park American Restaurant Music Venue Cocktail Bar Convenience Store Comic Shop
443 Ravenna Mediterranean Restaurant New American Restaurant Sushi Restaurant Park Coffee Shop Bagel Shop Southern / Soul Food Restaurant American Restaurant Pizza Place Bakery
444 Mann Ethiopian Restaurant Coffee Shop Bar Fried Chicken Joint Ice Cream Shop Thai Restaurant Massage Studio Mini Golf Grocery Store Donut Shop
448 West Queen Anne Coffee Shop Café Sandwich Place Baseball Field Italian Restaurant Jewelry Store Donut Shop Garden Boutique Park
449 Lower Queen Anne Theater Coffee Shop Mexican Restaurant Hotel Gym / Fitness Center Music Venue Art Gallery Bar American Restaurant Sandwich Place
451 North Queen Anne Café Sandwich Place Home Service Basketball Court Zoo Fabric Shop Factory Falafel Restaurant Farm Farmers Market
452 Westlake Bus Stop Sandwich Place Coffee Shop Yoga Studio ATM Herbs & Spices Store Italian Restaurant Track Deli / Bodega Airport
453 First Hill Hotel Coffee Shop Sandwich Place Bakery Asian Restaurant Pharmacy Burger Joint Creperie Italian Restaurant New American Restaurant
454 Southeast Magnolia Pharmacy Pizza Place Japanese Restaurant Plaza Baseball Field Pet Store Greek Restaurant Arts & Crafts Store Playground Bakery
455 Central Business District Coffee Shop Hotel New American Restaurant American Restaurant Italian Restaurant Café Gym Pizza Place Asian Restaurant Cocktail Bar
456 Minor Coffee Shop Fried Chicken Joint Convenience Store Bar Soccer Stadium Burger Joint Playground French Restaurant Food Truck Filipino Restaurant
457 Madrona Food & Drink Shop Italian Restaurant Hot Spring Playground Coffee Shop Ethiopian Restaurant Park Farmers Market Bus Stop French Restaurant
458 Harrison/Denny-Blaine Spa Surf Spot Beach Café Flea Market Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
460 Atlantic Skate Park Dance Studio Tunnel Food Café Park Residential Building (Apartment / Condo) Trail South American Restaurant Fabric Shop
461 International District Chinese Restaurant Vietnamese Restaurant Japanese Restaurant Bakery Bubble Tea Shop Hotpot Restaurant Coffee Shop Tea Room Bookstore Supermarket
462 Pike-Market Seafood Restaurant Coffee Shop French Restaurant Hotel Gourmet Shop Brewery Bakery Cocktail Bar Italian Restaurant Breakfast Spot
463 Brighton Mexican Restaurant Pizza Place Park Fast Food Restaurant Vietnamese Restaurant Coffee Shop Seafood Restaurant Gym Bank Breakfast Spot
464 Belltown Bar Coffee Shop Italian Restaurant Cocktail Bar Sushi Restaurant Bakery Breakfast Spot New American Restaurant Gym Hotel
465 Pioneer Square Coffee Shop Cocktail Bar Thrift / Vintage Store Food Truck Gourmet Shop Wine Bar Sporting Goods Shop Sports Bar Art Gallery Mexican Restaurant
466 Gatewood Pet Store Coffee Shop Gym Massage Studio Zoo Fish Market Eye Doctor Fabric Shop Factory Falafel Restaurant
467 Arbor Heights NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
468 North Admiral Coffee Shop Grocery Store Vietnamese Restaurant Pharmacy Salon / Barbershop Middle Eastern Restaurant Field Mexican Restaurant Falafel Restaurant Locksmith
469 Fairmount Park Bus Station Coffee Shop Pizza Place Bar Mediterranean Restaurant Massage Studio Garden Center Park Soccer Field Thai Restaurant
471 Genesee Mexican Restaurant Pizza Place American Restaurant Asian Restaurant Coffee Shop Bakery Arts & Crafts Store Lounge Steakhouse Fish Market
472 Greenwood Coffee Shop Bookstore Spa Bar Playground Theater Mexican Restaurant Cheese Shop Toy / Game Store Salon / Barbershop
473 Mid-Beacon Hill Light Rail Station Bus Station Zoo Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
474 South Beacon Hill NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
475 Holly Park Vietnamese Restaurant Grocery Store Chinese Restaurant Thai Restaurant Playground Mexican Restaurant Fish Market Bakery Cajun / Creole Restaurant Café
476 South Delridge Eye Doctor Convenience Store Burger Joint Spa Flea Market Fabric Shop Factory Falafel Restaurant Farm Farmers Market
478 Bitter Lake Marijuana Dispensary Thai Restaurant Intersection Trail Convenience Store Pizza Place Dive Bar Sandwich Place Donut Shop Fast Food Restaurant
479 Maple Leaf Video Store Cocktail Bar Chinese Restaurant Toy / Game Store Convenience Store Arts & Crafts Store Coffee Shop Gym / Fitness Center School Ice Cream Shop
480 Columbia City Coffee Shop Pizza Place Ice Cream Shop African Restaurant Bar Vietnamese Restaurant Lounge Thai Restaurant Sandwich Place Bakery
483 Riverview Bakery Bar Zoo Eye Doctor Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field
484 Portage Bay Deli / Bodega Art Gallery Playground Bar Sushi Restaurant Park Café Mexican Restaurant Zoo Filipino Restaurant
485 Victory Heights Pizza Place Asian Restaurant Marijuana Dispensary Music Store Paper / Office Supplies Store Pharmacy Sandwich Place Coffee Shop Park Fast Food Restaurant
486 Broadway Cocktail Bar Coffee Shop American Restaurant Japanese Restaurant Italian Restaurant Thai Restaurant Men's Store Mexican Restaurant Spa Bar
487 Meadowbrook Marijuana Dispensary Pool Pet Store Soccer Field Park Tennis Court Lake Furniture / Home Store Food Court Field
489 Haller Lake Coffee Shop Lake Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
490 Pinehurst Coffee Shop Playground Park Bus Stop Video Store Dessert Shop Rock Club Convenience Store Pizza Place Falafel Restaurant
492 Marble Hill Coffee Shop Discount Store Seafood Restaurant Video Game Store Gym Shopping Mall Shoe Store Bank Sandwich Place Donut Shop
493 Chinatown Chinese Restaurant Bubble Tea Shop Bakery Cocktail Bar Coffee Shop Dim Sum Restaurant American Restaurant Vietnamese Restaurant Men's Store Hotel
494 Washington Heights Café Pizza Place Bakery Mobile Phone Shop Mexican Restaurant Donut Shop Latin American Restaurant Supermarket Grocery Store Gym
495 Inwood Mexican Restaurant Lounge Café Pizza Place Restaurant Pharmacy Bakery Frozen Yogurt Shop American Restaurant Chinese Restaurant
496 Hamilton Heights Mexican Restaurant Coffee Shop Deli / Bodega Café Pizza Place Sushi Restaurant Cocktail Bar Sandwich Place School Chinese Restaurant
497 Manhattanville Chinese Restaurant Mexican Restaurant Italian Restaurant Seafood Restaurant Deli / Bodega Lounge Asian Restaurant Dumpling Restaurant Supermarket BBQ Joint
498 Central Harlem Cosmetics Shop African Restaurant Seafood Restaurant Gym / Fitness Center French Restaurant American Restaurant Chinese Restaurant Market Beer Bar Rental Car Location
499 East Harlem Mexican Restaurant Bakery Deli / Bodega Latin American Restaurant Thai Restaurant Pizza Place Chinese Restaurant Park Seafood Restaurant Grocery Store
500 Upper East Side Italian Restaurant Exhibit Art Gallery Coffee Shop Bakery Juice Bar Gym / Fitness Center French Restaurant Boutique Hotel
501 Yorkville Italian Restaurant Gym Bar Coffee Shop Pizza Place Deli / Bodega Sushi Restaurant Japanese Restaurant Mexican Restaurant Dessert Shop
502 Lenox Hill Italian Restaurant Sushi Restaurant Coffee Shop Pizza Place Gym / Fitness Center Sporting Goods Shop Gym Burger Joint Thai Restaurant Bakery
503 Roosevelt Island Park Sandwich Place Japanese Restaurant Bus Station Gym Outdoors & Recreation Dry Cleaner Liquor Store School Coffee Shop
504 Upper West Side Italian Restaurant Bar Burger Joint Wine Bar Indian Restaurant Bakery Vegetarian / Vegan Restaurant Coffee Shop Middle Eastern Restaurant French Restaurant
505 Lincoln Square Gym / Fitness Center Theater Plaza Concert Hall Italian Restaurant French Restaurant Café Indie Movie Theater Performing Arts Venue Opera House
506 Clinton Theater American Restaurant Gym / Fitness Center Coffee Shop Italian Restaurant Hotel Wine Shop Gym Spa New American Restaurant
507 Midtown American Restaurant Hotel Clothing Store Coffee Shop Sandwich Place Spa Vietnamese Restaurant Pizza Place Bakery Mediterranean Restaurant
508 Murray Hill Coffee Shop Hotel Bar Italian Restaurant Gym French Restaurant Salon / Barbershop Sandwich Place Spa Japanese Restaurant
509 Chelsea Coffee Shop Italian Restaurant Ice Cream Shop American Restaurant Bakery Nightclub Seafood Restaurant Hotel Theater Tapas Restaurant
510 Greenwich Village Italian Restaurant Clothing Store Sushi Restaurant French Restaurant Chinese Restaurant Seafood Restaurant Café Boutique Indian Restaurant Caribbean Restaurant
511 East Village Ice Cream Shop Bar Wine Bar Mexican Restaurant Cocktail Bar Ramen Restaurant Chinese Restaurant Pizza Place Coffee Shop Bagel Shop
512 Lower East Side Coffee Shop Café Japanese Restaurant Park Art Gallery Bakery Pizza Place Cocktail Bar Sandwich Place Chinese Restaurant
513 Tribeca Italian Restaurant American Restaurant Park Café Spa Wine Bar Coffee Shop Greek Restaurant Gym Boutique
514 Little Italy Bakery Café Bubble Tea Shop Seafood Restaurant Sandwich Place Italian Restaurant Ice Cream Shop Chinese Restaurant Salon / Barbershop Clothing Store
515 Soho Clothing Store Boutique Women's Store Men's Store Shoe Store Art Gallery Mediterranean Restaurant Coffee Shop Italian Restaurant American Restaurant
516 West Village Italian Restaurant New American Restaurant Cosmetics Shop Wine Bar Jazz Club Gastropub American Restaurant French Restaurant Bakery Park
517 Manhattan Valley Coffee Shop Pizza Place Indian Restaurant Bar Szechuan Restaurant Yoga Studio Thai Restaurant Playground Spa Café
518 Morningside Heights Coffee Shop Park Food Truck Bookstore American Restaurant Deli / Bodega Sandwich Place Tennis Court Burger Joint Outdoor Sculpture
519 Gramercy Italian Restaurant American Restaurant Coffee Shop Cocktail Bar Wine Shop Bagel Shop Grocery Store Restaurant Pizza Place Thrift / Vintage Store
520 Battery Park City Coffee Shop Park Hotel Wine Shop Italian Restaurant Food Court Gym Memorial Site Burger Joint Food Truck
521 Financial District Coffee Shop Hotel Food Truck Italian Restaurant Gym Café Sandwich Place Gym / Fitness Center Japanese Restaurant Steakhouse
522 Carnegie Hill Pizza Place Coffee Shop Cosmetics Shop Café Japanese Restaurant French Restaurant Bookstore Spa Wine Shop Yoga Studio
523 Noho Italian Restaurant French Restaurant Cocktail Bar Hotel Mexican Restaurant Sushi Restaurant American Restaurant Coffee Shop Gift Shop Bookstore
524 Civic Center Sandwich Place Gym / Fitness Center Bakery Italian Restaurant Spa Coffee Shop Gym Yoga Studio French Restaurant Park
525 Midtown South Korean Restaurant Coffee Shop Cosmetics Shop Japanese Restaurant Hotel Hotel Bar Italian Restaurant Boutique Cocktail Bar Gym / Fitness Center
526 Turtle Bay Italian Restaurant Sushi Restaurant Hotel Wine Bar Coffee Shop Noodle House Steakhouse Café Park Japanese Restaurant
527 Tudor City Mexican Restaurant Park Café Greek Restaurant Pizza Place Deli / Bodega Hotel Diner Dog Run Burger Joint
528 Stuyvesant Town Bar Park Playground Harbor / Marina Cocktail Bar Baseball Field Heliport Basketball Court Gas Station Pet Service
529 Flatiron Italian Restaurant Yoga Studio Gym Gym / Fitness Center American Restaurant Clothing Store Bakery Cycle Studio Sporting Goods Shop New American Restaurant
530 Hudson Yards Coffee Shop Italian Restaurant Hotel Gym / Fitness Center Restaurant Café Theater American Restaurant Park Art Gallery
531 Sutton Place Gym / Fitness Center Italian Restaurant Juice Bar Indian Restaurant Furniture / Home Store Dessert Shop Bakery American Restaurant Boutique Sushi Restaurant
In [79]:
# Cluster 9
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 8, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[79]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
144 Harvey Park South Construction & Landscaping Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
198 Pleasantville Area Brewery Construction & Landscaping Zoo Flower Shop Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
208 South Belt/Ellington Construction & Landscaping Hotel Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
240 Carverdale Breakfast Spot Construction & Landscaping Zoo Flower Shop Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
254 Fort Bend/Houston Construction & Landscaping Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
477 Rainier View Construction & Landscaping Zoo Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
In [80]:
# Cluster 10
neighborhood_merged.loc[neighborhood_merged['Cluster Labels'] == 9, neighborhood_merged.columns[[1] + list(range(5, neighborhood_merged.shape[1]))]]
Out[80]:
Neighborhood 1st Most Common Venue 2nd Most Common Venue 3rd Most Common Venue 4th Most Common Venue 5th Most Common Venue 6th Most Common Venue 7th Most Common Venue 8th Most Common Venue 9th Most Common Venue 10th Most Common Venue
7 Custer-Mcdonough Sandwich Place Pharmacy Fast Food Restaurant Grocery Store Video Store Hot Spring Zoo Exhibit Eye Doctor Fabric Shop
19 East Atlanta Cemetery Cosmetics Shop Diner Grocery Store Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
33 Edgewood Pet Store Coffee Shop Big Box Store Grocery Store Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
104 Westview New American Restaurant Café Grocery Store American Restaurant Indian Restaurant Southern / Soul Food Restaurant Restaurant Farm Farmers Market Field
110 Center Hill Historic Site Grocery Store Zoo Event Space Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
114 Chaffee Park Grocery Store Pizza Place Cosmetics Shop Convenience Store Thrift / Vintage Store Bar Park Zoo Fast Food Restaurant Filipino Restaurant
125 Wellshire NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
142 Fort Logan BBQ Joint Zoo Gaming Cafe Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant Field
149 Virginia Village Convenience Store Bistro Coffee Shop Grocery Store Zoo Flea Market Factory Falafel Restaurant Farm Farmers Market
154 Mar Lee Taco Place Liquor Store Discount Store Grocery Store Mobile Phone Shop Fish & Chips Shop Filipino Restaurant Field Zoo Fishing Spot
215 Edgebrook Area Grocery Store Pharmacy Locksmith Zoo Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market
224 Golfcrest/Bellfort/Reveille Donut Shop Grocery Store Zoo Exhibit Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
248 East Little York/Homestead Discount Store Lounge Flea Market Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
257 Brays Oaks Discount Store Sandwich Place Fast Food Restaurant Pizza Place Fried Chicken Joint Gas Station Grocery Store Volleyball Court Clothing Store Filipino Restaurant
258 Central Southwest Grocery Store Food Zoo Eye Doctor Fabric Shop Factory Falafel Restaurant Farm Farmers Market Fast Food Restaurant
280 Bryant Coffee Shop Grocery Store Italian Restaurant Bus Station Trail Mexican Restaurant Fishing Spot Martial Arts Dojo Playground Chinese Restaurant
286 Diamond Lake New American Restaurant Tree Bus Stop Grocery Store Outdoors & Recreation Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
294 Bancroft Yoga Studio Grocery Store Caribbean Restaurant Fast Food Restaurant Discount Store Garden Center Football Stadium Fabric Shop Factory Falafel Restaurant
316 Bryn-Mawr Furniture / Home Store Coffee Shop Antique Shop Grocery Store Pizza Place Massage Studio Men's Store Farm Farmers Market Fish Market
332 McKinley Coffee Shop Motorcycle Shop Food Grocery Store Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
348 Harrison American Restaurant Clothing Store Park Grocery Store Convenience Store Vegetarian / Vegan Restaurant Fish & Chips Shop Filipino Restaurant Field Zoo
357 Como Restaurant Bar Grocery Store Dive Bar Zoo Fishing Spot Fabric Shop Factory Falafel Restaurant Farm
364 Ventura Village Coffee Shop Pharmacy Grocery Store Discount Store Breakfast Spot Flower Shop Chinese Restaurant Park Library Greek Restaurant
396 Ocean View Grocery Store Light Rail Station Coffee Shop Thrift / Vintage Store Intersection Food Truck Convenience Store Supermarket Garden Center Food
416 Lawton Park Grocery Store Garden Bookstore Coffee Shop Zoo Fabric Shop Factory Falafel Restaurant Farm Farmers Market
432 Montlake Bus Stop Salon / Barbershop Park Grocery Store Coffee Shop American Restaurant Italian Restaurant Library Bike Shop Playground
445 Bryant Coffee Shop Grocery Store Italian Restaurant Bus Station Trail Mexican Restaurant Fishing Spot Martial Arts Dojo Playground Chinese Restaurant
447 Roosevelt Coffee Shop Massage Studio BBQ Joint Chinese Restaurant Latin American Restaurant Optical Shop Grocery Store Bus Stop Fish & Chips Shop Filipino Restaurant
481 Highland Park Playground BBQ Joint Dog Run Baseball Field Bus Stop Grocery Store Fish & Chips Shop Fishing Spot Fish Market Zoo